From e61a696ba259f7afdd49fed89e5212a51203a31d Mon Sep 17 00:00:00 2001
From: herrTilda <tilda.herrgardh@gmail.com>
Date: Fri, 11 Oct 2024 11:14:15 +0200
Subject: [PATCH] Adding ensamble model and blood pressure model

---
 blood-pressure-model/DBP_data.csv             |   13 +
 blood-pressure-model/MAP_data.csv             |   13 +
 blood-pressure-model/PP_data.csv              |   13 +
 blood-pressure-model/PWV_data.csv             |   10 +
 blood-pressure-model/README.md                |   14 +
 blood-pressure-model/SBP_data.csv             |   13 +
 blood-pressure-model/bp_age.txt               |   51 +
 blood-pressure-model/costFunc_age.m           |   12 +
 blood-pressure-model/costFunc_age_all.m       |   19 +
 .../costFunc_age_crossvalidation.m            |   19 +
 blood-pressure-model/costFunc_treatment.m     |   30 +
 .../crossValidation_220223-2253/costTable.mat |  Bin 0 -> 1387 bytes
 .../crossValidation_age.fig                   |  Bin 0 -> 115887 bytes
 .../crossValidation_age.png                   |  Bin 0 -> 109790 bytes
 .../crossValidation_age.svg                   | 1871 +++++++++++++++++
 .../opt(33.19662)-range1-220223-2244.mat      |  Bin 0 -> 412 bytes
 .../opt(47.27107)-range2-220223-2244.mat      |  Bin 0 -> 407 bytes
 .../opt(91.99424)-range4-220223-2244.mat      |  Bin 0 -> 407 bytes
 .../opt(95.76272)-range3-220223-2244.mat      |  Bin 0 -> 407 bytes
 .../opt(99.31961)-range5-220223-2244.mat      |  Bin 0 -> 407 bytes
 .../optCrossValidation_220223-2244.mat        |  Bin 0 -> 7616 bytes
 blood-pressure-model/estimateParams.m         |   40 +
 .../estimateParams_crossvalidation.m          |   61 +
 blood-pressure-model/fig 5 fit to aging.png   |  Bin 0 -> 60798 bytes
 blood-pressure-model/fig 5 fit to aging.svg   |  317 +++
 .../fig 7 fit to drug treatment.png           |  Bin 0 -> 40836 bytes
 .../fig 7 fit to drug treatment.svg           |  455 ++++
 blood-pressure-model/loadData.m               |   18 +
 blood-pressure-model/loadData_treatment.m     |   20 +
 .../main_CrossValidation_ageData.m            |  133 ++
 ...main_SimulateAndPlot_fitToData_age_drugs.m |  447 ++++
 blood-pressure-model/sim_treatment.m          |   29 +
 bp-simple-model-longterm                      |    1 -
 ensamble-risk-model/LICENSE                   |  674 ++++++
 ensamble-risk-model/README.md                 |   26 +
 ensamble-risk-model/Scenario 1 risk           |  Bin 0 -> 382 bytes
 ensamble-risk-model/Scenario 1.csv            |   42 +
 ensamble-risk-model/Scenario 2 risk           |  Bin 0 -> 374 bytes
 ensamble-risk-model/Scenario 2.csv            |   41 +
 ensamble-risk-model/Scenario 3 risk           |  Bin 0 -> 382 bytes
 ensamble-risk-model/Scenario 3.csv            |   42 +
 ensamble-risk-model/Scenario 4 risk           |  Bin 0 -> 382 bytes
 ensamble-risk-model/Scenario 4.csv            |   42 +
 ensamble-risk-model/Scenario 5 risk           |  Bin 0 -> 382 bytes
 ensamble-risk-model/Scenario 5.csv            |   42 +
 ensamble-risk-model/Scenario 6 risk           |  Bin 0 -> 374 bytes
 ensamble-risk-model/Scenario 6.csv            |   41 +
 ensamble-risk-model/agemodel50.Rdata          |  Bin 0 -> 45679 bytes
 ensamble-risk-model/agemodel5059.Rdata        |  Bin 0 -> 129365 bytes
 ensamble-risk-model/agemodel6069.Rdata        |  Bin 0 -> 268838 bytes
 ensamble-risk-model/agemodel70.Rdata          |  Bin 0 -> 527722 bytes
 ensamble-risk-model/calculated_risk           |  Bin 0 -> 382 bytes
 ensamble-risk-model/ensemble_age_model.R      |  119 ++
 .../risk  Scenario 1 Scenario 2 .png          |  Bin 0 -> 4847 bytes
 .../risk  Scenario 3 Scenario 4 .png          |  Bin 0 -> 5145 bytes
 .../risk  Scenario 5 Scenario 6 .png          |  Bin 0 -> 4618 bytes
 ...short-term-ischemic-stroke-risk-prediction |    1 -
 57 files changed, 4667 insertions(+), 2 deletions(-)
 create mode 100644 blood-pressure-model/DBP_data.csv
 create mode 100644 blood-pressure-model/MAP_data.csv
 create mode 100644 blood-pressure-model/PP_data.csv
 create mode 100644 blood-pressure-model/PWV_data.csv
 create mode 100644 blood-pressure-model/README.md
 create mode 100644 blood-pressure-model/SBP_data.csv
 create mode 100644 blood-pressure-model/bp_age.txt
 create mode 100644 blood-pressure-model/costFunc_age.m
 create mode 100644 blood-pressure-model/costFunc_age_all.m
 create mode 100644 blood-pressure-model/costFunc_age_crossvalidation.m
 create mode 100644 blood-pressure-model/costFunc_treatment.m
 create mode 100644 blood-pressure-model/crossValidation_220223-2253/costTable.mat
 create mode 100644 blood-pressure-model/crossValidation_220223-2253/crossValidation_age.fig
 create mode 100644 blood-pressure-model/crossValidation_220223-2253/crossValidation_age.png
 create mode 100644 blood-pressure-model/crossValidation_220223-2253/crossValidation_age.svg
 create mode 100644 blood-pressure-model/crossValidation_220223-2253/opt(33.19662)-range1-220223-2244.mat
 create mode 100644 blood-pressure-model/crossValidation_220223-2253/opt(47.27107)-range2-220223-2244.mat
 create mode 100644 blood-pressure-model/crossValidation_220223-2253/opt(91.99424)-range4-220223-2244.mat
 create mode 100644 blood-pressure-model/crossValidation_220223-2253/opt(95.76272)-range3-220223-2244.mat
 create mode 100644 blood-pressure-model/crossValidation_220223-2253/opt(99.31961)-range5-220223-2244.mat
 create mode 100644 blood-pressure-model/crossValidation_220223-2253/optCrossValidation_220223-2244.mat
 create mode 100644 blood-pressure-model/estimateParams.m
 create mode 100644 blood-pressure-model/estimateParams_crossvalidation.m
 create mode 100644 blood-pressure-model/fig 5 fit to aging.png
 create mode 100644 blood-pressure-model/fig 5 fit to aging.svg
 create mode 100644 blood-pressure-model/fig 7 fit to drug treatment.png
 create mode 100644 blood-pressure-model/fig 7 fit to drug treatment.svg
 create mode 100644 blood-pressure-model/loadData.m
 create mode 100644 blood-pressure-model/loadData_treatment.m
 create mode 100644 blood-pressure-model/main_CrossValidation_ageData.m
 create mode 100644 blood-pressure-model/main_SimulateAndPlot_fitToData_age_drugs.m
 create mode 100644 blood-pressure-model/sim_treatment.m
 delete mode 160000 bp-simple-model-longterm
 create mode 100644 ensamble-risk-model/LICENSE
 create mode 100644 ensamble-risk-model/README.md
 create mode 100644 ensamble-risk-model/Scenario 1 risk
 create mode 100644 ensamble-risk-model/Scenario 1.csv
 create mode 100644 ensamble-risk-model/Scenario 2 risk
 create mode 100644 ensamble-risk-model/Scenario 2.csv
 create mode 100644 ensamble-risk-model/Scenario 3 risk
 create mode 100644 ensamble-risk-model/Scenario 3.csv
 create mode 100644 ensamble-risk-model/Scenario 4 risk
 create mode 100644 ensamble-risk-model/Scenario 4.csv
 create mode 100644 ensamble-risk-model/Scenario 5 risk
 create mode 100644 ensamble-risk-model/Scenario 5.csv
 create mode 100644 ensamble-risk-model/Scenario 6 risk
 create mode 100644 ensamble-risk-model/Scenario 6.csv
 create mode 100644 ensamble-risk-model/agemodel50.Rdata
 create mode 100644 ensamble-risk-model/agemodel5059.Rdata
 create mode 100644 ensamble-risk-model/agemodel6069.Rdata
 create mode 100644 ensamble-risk-model/agemodel70.Rdata
 create mode 100644 ensamble-risk-model/calculated_risk
 create mode 100644 ensamble-risk-model/ensemble_age_model.R
 create mode 100644 ensamble-risk-model/risk  Scenario 1 Scenario 2 .png
 create mode 100644 ensamble-risk-model/risk  Scenario 3 Scenario 4 .png
 create mode 100644 ensamble-risk-model/risk  Scenario 5 Scenario 6 .png
 delete mode 160000 ensemble-age-models-for-short-term-ischemic-stroke-risk-prediction

diff --git a/blood-pressure-model/DBP_data.csv b/blood-pressure-model/DBP_data.csv
new file mode 100644
index 0000000..978f6a6
--- /dev/null
+++ b/blood-pressure-model/DBP_data.csv
@@ -0,0 +1,13 @@
+DBP_1,,DBP_2,,BDP_3,,DBP_4,
+X,Y,X,Y,X,Y,X,Y
+30,71.79750117868932,30,75.84512022630835,30.08250825082509,80.66674524595315,29.999999999999986,83.46416784535596
+35.115511551155116,73.35730001571584,35.11551155115512,77.52396668238255,35.115511551155116,81.2144428728587,35.03300330033003,84.54757975797583
+40.066006600660074,74.26194405154801,40.06600660066007,79.44051548011944,40.066006600660074,83.72622976583372,39.98349834983499,88.42841426999841
+45.016501650165026,75.16658808738018,45.01650165016502,80.28563570642778,45.01650165016502,84.8094452302373,45.01650165016502,88.976111896904
+49.96699669966996,74.28551783749803,50.049504950495056,80.05952380952382,49.966996699669956,84.88075593273614,50.049504950495056,90.65476190476191
+54.91749174917491,74.53539996856829,55.000000000000014,79.65464403583215,54.917491749174914,84.0592094923778,54.91749174917491,90.90444758761592
+59.95049504950493,74.07119283356909,59.95049504950498,78.47595473833098,59.86798679867989,83.71385352820997,59.95049504950495,89.01166902404529
+64.81848184818485,72.83278327832784,64.81848184818486,78.07087851642304,64.90099009900992,81.16631305987744,64.9009900990099,85.92821782178217
+69.93399339933994,71.77353449630678,69.93399339933994,76.35686782964008,69.7689768976898,79.4517130284457,69.85148514851487,83.14238566713814
+74.88448844884489,69.58294043690084,74.80198019801983,74.22560113154174,74.71947194719475,78.1539761118969,74.80198019801979,82.67798208392267
+79.9174917491749,69.11873330190163,79.83498349834981,71.79710828225681,79.83498349834984,72.57091780606629,79.83498349834984,82.15425113939966
diff --git a/blood-pressure-model/MAP_data.csv b/blood-pressure-model/MAP_data.csv
new file mode 100644
index 0000000..454dbac
--- /dev/null
+++ b/blood-pressure-model/MAP_data.csv
@@ -0,0 +1,13 @@
+MAP_1,,MAP_2,,MAP_3,,MAP_4,
+X,Y,X,Y,X,Y,X,Y
+30.172562553925797,84.98561978717285,30.417026171987345,89.77063560540695,30.613555747291723,95.62721694947749,30.74537436487393,99.55541175342728
+35.24877768190969,86.2568306010929,35.50762151279839,91.47037676157608,35.56753906624485,95.75591985428053,35.65142364106988,100.75568018406672
+40.313009299204296,87.17093279647204,40.52391908733581,93.45604448279168,40.71325855622663,99.0983606557377,40.92177164222031,105.31205061834913
+45.38682772505033,88.37072188668395,45.60492761959543,94.87009874412809,45.80864730131339,100.94094525932314,46.00278017447991,106.72610487968552
+50.40072859744991,87.78496788419136,50.57089444923784,95.35591026747196,50.79378774805866,101.99813057233246,51.07420189818809,110.35447224618922
+55.304381171508,88.91381459112262,55.53686127888025,95.84172179081582,55.759754577701074,102.48394209567633,56.071325855622646,111.76876617773941
+60.3518358738376,89.32796472054454,60.57233247052055,95.89876330169686,60.814399386444265,103.11235739622278,61.09481353657367,111.46869907007954
+65.37053015051288,88.88505416546832,65.53829930016293,96.38457482504073,65.82590355670598,102.45518167002203,66.07516057904324,109.88304093567248
+70.22864538395167,88.65688812194422,70.56897708752756,96.29877288850541,70.76071325855622,102.0125107851596,70.90930879110344,108.9406576550666
+75.23056274566197,87.71402550091075,75.46064615089635,94.57051097689578,75.68353944971717,101.21273128175629,76.08858211101524,110.78300258843828
+80.1893394688908,87.9855718531301,80.36909212923021,93.34220113124339,80.58000191736171,97.12731281756302,80.99702808934904,109.5546927427859
diff --git a/blood-pressure-model/PP_data.csv b/blood-pressure-model/PP_data.csv
new file mode 100644
index 0000000..b674f72
--- /dev/null
+++ b/blood-pressure-model/PP_data.csv
@@ -0,0 +1,13 @@
+PP_1,,PP_2,,PP_3,,PP_4,
+X,Y,X,Y,X,Y,X,Y
+30.063833667700166,39.87336616207672,30.226457535412507,42.23581980667518,30.224937686181548,44.690376314669564,30.433157030822542,48.41613471943578
+35.150769043710866,39.47273390479663,35.24499969603015,42.29023040914339,35.28147607757313,43.380874217277665,35.46689768374978,48.92498024196004
+40.15715241048089,39.16359657122008,40.260502158185915,42.253754027600436,40.38512979512437,45.98012037205912,40.63894461669403,51.069183536993116
+45.280564168034545,39.85360812207428,45.42342999574443,44.12529637060001,45.57237522037816,48.57875858714816,45.74259833424526,53.66842969177458
+50.332543011733236,40.90777554866554,50.511885220986116,46.270107605325556,50.77785883640344,51.722718706304356,51.005836221046934,58.53924250714333
+55.45443492005593,44.0523436075141,55.61857863699922,48.960240744118174,55.84655602164267,55.77676454495715,56.07453340628611,62.59328834579609
+60.56112833606906,46.742476746306764,60.75566903763148,52.55924372302269,61.07027782843943,59.46604656818044,61.340810991549645,67.55498814517598
+65.65262325977267,48.97817496504346,65.87452124749227,55.61292479786006,66.21952702291938,63.42859748312966,66.32287677062439,71.51875493950999
+70.94777798042435,52.303301112529624,71.0891239589033,59.02954586904978,71.38397470970882,67.84558331813483,71.72746063590495,78.11581251139884
+75.78545808255822,54.449936166332215,76.11830506413767,61.90206091555716,76.40099702109555,70.35455042859746,76.88430907653964,84.80558088637605
+80.99398139704542,57.68478326949963,81.22499848015076,64.59219405434979,81.55632561249928,74.49887531156907,81.85117636330477,83.31491276065412
diff --git a/blood-pressure-model/PWV_data.csv b/blood-pressure-model/PWV_data.csv
new file mode 100644
index 0000000..5503ecc
--- /dev/null
+++ b/blood-pressure-model/PWV_data.csv
@@ -0,0 +1,10 @@
+PWV_w,,PWV_m,
+X,Y,X,Y
+18.477508650519027,5.333333333333336,18.477508650519027,5.681159420289859
+25.259515570934255,5.507246376811601,25.017301038062286,5.855072463768124
+34.94809688581315,6.2028985507246475,34.94809688581315,6.492753623188406
+44.878892733564015,6.608695652173921,44.878892733564015,7.072463768115945
+55.05190311418686,7.1304347826087024,54.80968858131489,7.7681159420289845
+65.2249134948097,8.869565217391305,64.98269896193771,9.565217391304351
+75.15570934256056,11.014492753623188,74.91349480968859,9.971014492753625
+82.90657439446368,11.130434782608702,82.90657439446368,13.333333333333332
diff --git a/blood-pressure-model/README.md b/blood-pressure-model/README.md
new file mode 100644
index 0000000..51e4289
--- /dev/null
+++ b/blood-pressure-model/README.md
@@ -0,0 +1,14 @@
+
+To reproduce results, run the two main scripts:
+*main_SimulateAndPlot_fitToData_age_drugs to plot fit to data during training, 
+ to plot the prediciton of medication at t=45, and optionally re-run the parameter estimation to age data.
+
+*main_CrossValidation_ageData to plot the results from the cross validation, and optionally re-run it.
+
+
+To run the scripts, the following toolboxes are needed in matlab 2021a:
+IQM toolbox: https://iqmtools.intiquan.com/ (results ran with version 2.2)
+Global Optimization Toolbox
+Optimization Toolbox
+Parallel Computing Toolbox
+Statistics and Machine Learning Toolbox
\ No newline at end of file
diff --git a/blood-pressure-model/SBP_data.csv b/blood-pressure-model/SBP_data.csv
new file mode 100644
index 0000000..721f3f9
--- /dev/null
+++ b/blood-pressure-model/SBP_data.csv
@@ -0,0 +1,13 @@
+SBP_1,,SBP_2,,SBP_3,,SBP_4,
+X,Y,X,Y,X,Y,X,Y
+30.00000000000003,111.4727722772277,30.08250825082507,117.86074440777409,29.91749174917493,125.22368903557015,29.917491749174943,131.61257792445903
+35.03300330033002,112.66685001833511,35.03300330033004,119.61129446277954,35.03300330033002,124.05573890722391,34.95049504950494,133.36221122112192
+40.06600660066009,113.16648331499809,39.983498349834974,121.50073340667399,39.983498349834974,129.83406674000727,39.983498349834974,139.55628896222942
+45.09900990099008,114.2216721672167,44.93399339933998,124.08461679501278,44.93399339933994,133.3901723505683,44.85148514851487,142.55775577557745
+49.96699669966998,114.58425009167578,49.88448844884489,126.25183351668494,49.88448844884489,136.3907224055738,49.801980198019805,149.16941694169398
+54.83498349834986,117.72460579391267,54.75247524752477,128.41996699669963,54.83498349834983,139.66905023835707,54.752475247524785,153.5588558855884
+59.867986798679866,120.16868353502008,59.785478547854794,131.00293362669592,59.78547854785478,142.94737807114038,59.78547854785478,156.55848918225138
+64.98349834983497,121.36184451778504,64.8184818481848,133.58590025669224,64.8184818481848,144.69701136780336,64.73597359735973,157.47570590392357
+69.85148514851484,123.52997799779968,69.85148514851483,135.33553355335522,69.6864686468647,147.42070040337356,69.68646864686465,161.17070040337347
+74.71947194719472,124.1703337000366,74.63696369636965,135.83791712504572,74.63696369636965,148.47680601393452,74.55445544554455,167.64438943894368
+79.75247524752474,126.19774477447737,79.66996699669967,136.89310597726424,79.66996699669967,146.8931059772643,79.5049504950495,165.36716171617147
diff --git a/blood-pressure-model/bp_age.txt b/blood-pressure-model/bp_age.txt
new file mode 100644
index 0000000..94279d4
--- /dev/null
+++ b/blood-pressure-model/bp_age.txt
@@ -0,0 +1,51 @@
+********** MODEL NAME
+BP_age
+
+********** MODEL NOTES
+t0 = 30 years
+
+********** MODEL STATES
+d/dt(SBP) = ((k1_SBP + k2_SBP*age) * SBP_vs_IC) - drugS  % ~ linear with time
+d/dt(DBP) = ((k1_DBP - k2_DBP*age) * DBP_vs_IC) - drugD  % ~exponential with time 
+
+SBP(0) = IC_SBP
+DBP(0) = IC_DBP
+
+********** MODEL PARAMETERS
+k1_SBP = 0.4081
+k2_SBP = 0
+
+k1_DBP = 0.9262
+k2_DBP = 0.0183
+
+bSBP = 99.8670
+bDBP = 55.9788
+
+IC_SBP = 120
+IC_DBP = 70
+
+t_drug = 1 
+effect_drugS = 20
+effect_drugD = 5
+drug_on = 0 %set to 1 at time of treatment
+
+********** MODEL VARIABLES
+age = time
+
+PP = SBP-DBP
+MAP = DBP + (PP/3)
+
+SBP_vs_IC = (IC_SBP-bSBP)/(117.86-bSBP)
+DBP_vs_IC = (IC_DBP-bDBP)/(75.8451-bDBP)  
+
+drugS = (effect_drugS/t_drug)*drug_on
+drugD = (effect_drugD/t_drug)*drug_on
+
+********** MODEL REACTIONS 
+
+
+********** MODEL FUNCTIONS
+
+********** MODEL EVENTS
+
+********** MODEL MATLAB FUNCTIONS
diff --git a/blood-pressure-model/costFunc_age.m b/blood-pressure-model/costFunc_age.m
new file mode 100644
index 0000000..067ae4e
--- /dev/null
+++ b/blood-pressure-model/costFunc_age.m
@@ -0,0 +1,12 @@
+function [cost]  = costFunc_age(params,model,ic,data)
+
+    sim = model(data.time,ic,params);
+   
+    cost_SBP = sum( ((data.SBP - sim.statevalues(:,1)).^2)./(data.sd_SBP.^2) );
+    cost_DBP = sum( ((data.DBP - sim.statevalues(:,2)).^2)./(data.sd_DBP.^2) );
+    
+    %     cost_SBP = sum((data.SBP - sim.statevalues(:,1)).^2);
+%     cost_DBP = sum((data.DBP - sim.statevalues(:,2)).^2);
+%     
+    cost = cost_SBP + cost_DBP;
+end
\ No newline at end of file
diff --git a/blood-pressure-model/costFunc_age_all.m b/blood-pressure-model/costFunc_age_all.m
new file mode 100644
index 0000000..d5674aa
--- /dev/null
+++ b/blood-pressure-model/costFunc_age_all.m
@@ -0,0 +1,19 @@
+function [cost]  = costFunc_age_all(firstparams,model,data)
+
+drugparams = [2,20,5,0];%need to have values but are not used in the age simulation
+ic_PWV = 5; %need to a value but is not used in the age simulation
+cost = 0;
+dataToCostFunction.sd_SBP = data.sd_SBP;
+dataToCostFunction.sd_DBP = data.sd_DBP;
+for i = 1:4
+    ic = [data.SBP(1,i),data.DBP(1,i)];
+    params = [firstparams, ic,drugparams];
+    
+    dataToCostFunction.SBP = data.SBP(:,i);
+    dataToCostFunction.DBP = data.DBP(:,i);
+    dataToCostFunction.time = data.time;
+    
+    cost = cost + costFunc_age(params,model,[ic,ic_PWV],dataToCostFunction);
+end
+
+end
\ No newline at end of file
diff --git a/blood-pressure-model/costFunc_age_crossvalidation.m b/blood-pressure-model/costFunc_age_crossvalidation.m
new file mode 100644
index 0000000..4ae0b6e
--- /dev/null
+++ b/blood-pressure-model/costFunc_age_crossvalidation.m
@@ -0,0 +1,19 @@
+function [cost]  = costFunc_age_crossvalidation(firstparams,model,data,trainingRange)
+ic_PWV = 5;
+cost = 0;
+for t = 1:length(trainingRange)
+    ind = trainingRange(t);
+    ic = [data.SBP(1,ind),data.DBP(1,ind)];
+    drugparams = [1,20,8,0];
+    params = [firstparams, ic,drugparams];
+    
+    indata.SBP = data.SBP(:,ind);
+    indata.DBP = data.DBP(:,ind);
+    indata.time = data.time;
+    indata.sd_SBP = data.sd_SBP;
+    indata.sd_DBP = data.sd_DBP;
+    
+    cost = cost + costFunc_age(params,model,[ic,ic_PWV],indata);
+end
+
+end
\ No newline at end of file
diff --git a/blood-pressure-model/costFunc_treatment.m b/blood-pressure-model/costFunc_treatment.m
new file mode 100644
index 0000000..961a2d9
--- /dev/null
+++ b/blood-pressure-model/costFunc_treatment.m
@@ -0,0 +1,30 @@
+function [cost,sim]  = costFunc_treatment(params,drugparams,tmedication,model,ic,data,inddrug,doPlot)
+   
+    tstart = 30;%tmedication-1;
+    tend = 85;%data.time(end)+tmedication+1;
+    resolution = 0.001;
+    sim = sim_treatment(model,tstart,tmedication,tend,params,ic,drugparams,resolution);
+%     dataind = ismember(sim.time,data.time+tmedication);
+    dataind = ismember(round(sim.time,4),round(data.time+tmedication,4));
+    cost_SBP = sum( ((data.SBP(:,inddrug) - sim.statevalues(dataind,1)).^2)./(data.sd_SBP(:,inddrug).^2) );
+    cost_DBP = sum( ((data.DBP(:,inddrug) - sim.statevalues(dataind,2)).^2)./(data.sd_DBP(:,inddrug).^2) );
+    
+    %     cost_SBP = sum((data.SBP - sim.statevalues(:,1)).^2);
+%     cost_DBP = sum((data.DBP - sim.statevalues(:,2)).^2);
+%     
+    cost = cost_SBP + cost_DBP;
+    
+    if doPlot
+        figure('Name','cost_treatment')
+        hold on
+        title(sprintf('Blood pressure response to treatment at t=%0.1f, cost: %0.2f',tmedication,cost))
+        inds = find(dataind);
+        plotind = max(1,inds(1)-1000):min(length(sim.time),inds(end)+1000);
+        plot(sim.time(plotind),sim.statevalues(plotind,1),'b--')
+        plot(sim.time(plotind),sim.statevalues(plotind,2),'b--')
+        plot(sim.time(dataind),sim.statevalues(dataind,1),'r*')
+        plot(sim.time(dataind),sim.statevalues(dataind,2),'r*')
+        errorbar(data.time+tmedication,data.DBP(:,inddrug),data.sd_DBP(:,inddrug),'ko')
+        errorbar(data.time+tmedication,data.SBP(:,inddrug),data.sd_SBP(:,inddrug),'ko')
+    end
+end
diff --git a/blood-pressure-model/crossValidation_220223-2253/costTable.mat b/blood-pressure-model/crossValidation_220223-2253/costTable.mat
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+      >40</text
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+      >50</text
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+      >60</text
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+      >70</text
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+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >80</text
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+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >80</text
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+      >100</text
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+      >120</text
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+      >140</text
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+      >Group 1</text
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(321,339.7032)"
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(178,325.756)"
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(192.3,321.1063)"
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+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(206.6,318.4096)"
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+    ><path style="fill:none;" d="M-4 0 L4 0"
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(220.9,315.7129)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
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+    ><g transform="translate(220.9,315.7129)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(235.2,318.3394)"
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+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(249.5,317.5945)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
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+    ><g transform="translate(249.5,317.5945)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(263.8,318.9783)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(263.8,318.9783)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(278.1,322.6699)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(278.1,322.6699)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(292.4,325.8275)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(292.4,325.8275)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(306.7,332.3575)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(306.7,332.3575)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(321,333.7413)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(321,333.7413)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="fill:white; text-rendering:optimizeSpeed; color-rendering:optimizeSpeed; image-rendering:optimizeSpeed; shape-rendering:crispEdges; stroke:white; color-interpolation:sRGB;"
+    ><path style="stroke:none;" d="M412 349 L556 349 L556 36 L412 36 Z"
+    /></g
+    ><g style="fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(38,38,38); color-interpolation:linearRGB; stroke-width:0.6667;"
+    ><line y2="349" style="fill:none;" x1="412" x2="556" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="412" x2="412" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="440.8" x2="440.8" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="469.6" x2="469.6" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="498.4" x2="498.4" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="527.2" x2="527.2" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="556" x2="556" y1="349"
+    /></g
+    ><g transform="translate(412,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >30</text
+    ></g
+    ><g transform="translate(440.8,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >40</text
+    ></g
+    ><g transform="translate(469.6,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >50</text
+    ></g
+    ><g transform="translate(498.4,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >60</text
+    ></g
+    ><g transform="translate(527.2,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >70</text
+    ></g
+    ><g transform="translate(556,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >80</text
+    ></g
+    ><g transform="translate(484.0001,381.2667)" style="font-size:23.4667px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-61" xml:space="preserve" y="24" style="stroke:none;"
+      >Age (years)</text
+    ></g
+    ><g style="fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(38,38,38); color-interpolation:linearRGB; stroke-width:0.6667;"
+    ><line y2="36" style="fill:none;" x1="412" x2="412" y1="349"
+      /><line y2="304.2857" style="fill:none;" x1="412" x2="415.13" y1="304.2857"
+      /><line y2="244.6667" style="fill:none;" x1="412" x2="415.13" y1="244.6667"
+      /><line y2="185.0476" style="fill:none;" x1="412" x2="415.13" y1="185.0476"
+      /><line y2="125.4286" style="fill:none;" x1="412" x2="415.13" y1="125.4286"
+      /><line y2="65.8095" style="fill:none;" x1="412" x2="415.13" y1="65.8095"
+    /></g
+    ><g transform="translate(405.0667,304.2857)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >80</text
+    ></g
+    ><g transform="translate(405.0667,244.6667)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >100</text
+    ></g
+    ><g transform="translate(405.0667,185.0476)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >120</text
+    ></g
+    ><g transform="translate(405.0667,125.4286)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >140</text
+    ></g
+    ><g transform="translate(405.0667,65.8095)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >160</text
+    ></g
+    ><g transform="translate(365.0667,192.4998) rotate(-90)" style="font-size:23.4667px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-124.5" xml:space="preserve" y="-6" style="stroke:none;"
+      >Blood pressure (mmHg)</text
+    ></g
+    ><g transform="translate(484.0005,31.6)" style="font-size:23.4667px; text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; color-interpolation:linearRGB; font-weight:bold;"
+    ><text x="-45" xml:space="preserve" y="-6" style="stroke:none;"
+      >Group 2</text
+    ></g
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(469.6,307.0892)"
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+    ><path style="fill:none;" d="M-4 0 L4 0"
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(484,308.2961)"
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(498.4,311.8098)"
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(512.8,313.0173)"
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+    ><path style="fill:none;" d="M-4 0 L4 0"
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(556,331.7191)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
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+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(412,313.6902)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
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+    ><g transform="translate(412,313.6902)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(426.4,308.6857)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(426.4,308.6857)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(440.8,302.9726)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
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+    ><g transform="translate(440.8,302.9726)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(455.2,300.4533)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(455.2,300.4533)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(469.6,301.1273)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
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+    ><g transform="translate(469.6,301.1273)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(484,302.3342)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(484,302.3342)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(498.4,305.8479)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(498.4,305.8479)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(512.8,307.0554)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(512.8,307.0554)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(527.2,312.1648)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(527.2,312.1648)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(541.6,318.518)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(541.6,318.518)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(556,325.7572)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(556,325.7572)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="fill:white; text-rendering:optimizeSpeed; color-rendering:optimizeSpeed; image-rendering:optimizeSpeed; shape-rendering:crispEdges; stroke:white; color-interpolation:sRGB;"
+    ><path style="stroke:none;" d="M646 349 L790 349 L790 36 L646 36 Z"
+    /></g
+    ><g style="fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(38,38,38); color-interpolation:linearRGB; stroke-width:0.6667;"
+    ><line y2="349" style="fill:none;" x1="646" x2="790" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="646" x2="646" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="674.8" x2="674.8" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="703.6" x2="703.6" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="732.4" x2="732.4" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="761.2" x2="761.2" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="790" x2="790" y1="349"
+    /></g
+    ><g transform="translate(646,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >30</text
+    ></g
+    ><g transform="translate(674.8,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >40</text
+    ></g
+    ><g transform="translate(703.6,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >50</text
+    ></g
+    ><g transform="translate(732.4,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >60</text
+    ></g
+    ><g transform="translate(761.2,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >70</text
+    ></g
+    ><g transform="translate(790,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >80</text
+    ></g
+    ><g transform="translate(718.0001,381.2667)" style="font-size:23.4667px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-61" xml:space="preserve" y="24" style="stroke:none;"
+      >Age (years)</text
+    ></g
+    ><g style="fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(38,38,38); color-interpolation:linearRGB; stroke-width:0.6667;"
+    ><line y2="36" style="fill:none;" x1="646" x2="646" y1="349"
+      /><line y2="304.2857" style="fill:none;" x1="646" x2="649.13" y1="304.2857"
+      /><line y2="244.6667" style="fill:none;" x1="646" x2="649.13" y1="244.6667"
+      /><line y2="185.0476" style="fill:none;" x1="646" x2="649.13" y1="185.0476"
+      /><line y2="125.4286" style="fill:none;" x1="646" x2="649.13" y1="125.4286"
+      /><line y2="65.8095" style="fill:none;" x1="646" x2="649.13" y1="65.8095"
+    /></g
+    ><g transform="translate(639.0667,304.2857)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >80</text
+    ></g
+    ><g transform="translate(639.0667,244.6667)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >100</text
+    ></g
+    ><g transform="translate(639.0667,185.0476)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >120</text
+    ></g
+    ><g transform="translate(639.0667,125.4286)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >140</text
+    ></g
+    ><g transform="translate(639.0667,65.8095)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >160</text
+    ></g
+    ><g transform="translate(599.0667,192.4998) rotate(-90)" style="font-size:23.4667px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-124.5" xml:space="preserve" y="-6" style="stroke:none;"
+      >Blood pressure (mmHg)</text
+    ></g
+    ><g transform="translate(718.0007,31.6)" style="font-size:23.4667px; text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; color-interpolation:linearRGB; font-weight:bold;"
+    ><text x="-45" xml:space="preserve" y="-6" style="stroke:none;"
+      >Group 3</text
+    ></g
+    ><g style="stroke-linecap:butt; fill:rgb(255,123,83); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(255,123,83); color-interpolation:linearRGB; stroke-width:2.6667;"
+    ><path d="M646 169.4761 L660.4 161.6583 L674.8 153.8405 L689.2 146.0227 L703.6 138.205 L718 130.3872 L732.4 122.5694 L746.8 114.7517 L761.2 106.9338 L775.6 99.1161 L790 91.2983" style="fill:none; fill-rule:evenodd;"
+    /></g
+    ><g style="stroke-linecap:butt; fill:rgb(246,202,184); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:bevel; stroke-dasharray:8,8; stroke:rgb(246,202,184); color-interpolation:linearRGB; stroke-width:2.6667; stroke-miterlimit:1;"
+    ><path d="M646 169.4761 L660.4 160.517 L674.8 151.558 L689.2 142.5989 L703.6 133.6399 L718 124.6808 L732.4 115.7218 L746.8 106.7628 L761.2 97.8037 L775.6 88.8447 L790 79.8856" style="fill:none; fill-rule:evenodd;"
+    /></g
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+    ><g transform="translate(761.2,302.9392)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(775.6,306.8077)"
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+    ><g style="fill:white; text-rendering:optimizeSpeed; color-rendering:optimizeSpeed; image-rendering:optimizeSpeed; shape-rendering:crispEdges; stroke:white; color-interpolation:sRGB;"
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+    ><text x="0" xml:space="preserve" y="7" style="stroke:none;"
+      >Trained on all</text
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+    ><g style="stroke-linecap:butt; fill:rgb(77,77,77); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(77,77,77); color-interpolation:linearRGB; stroke-width:2.6667;"
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+    ><text x="0" xml:space="preserve" y="7" style="stroke:none;"
+      >Data SBP</text
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(143,139.1353)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(143,139.1353)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(143,121.1805)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(143,121.1805)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
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+    ><g transform="translate(166,154.5965)" style="font-size:18.6667px; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; font-family:'SansSerif'; color-interpolation:linearRGB;"
+    ><text x="0" xml:space="preserve" y="7" style="stroke:none;"
+      >Data DBP</text
+    ></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(143,163.5739)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(143,163.5739)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+    /></g
+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(143,145.619)"
+    ><path style="stroke:none;" d="M-4 0 L4 0"
+    /></g
+    ><g transform="translate(143,145.619)" style="stroke-linecap:butt; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke-width:2;"
+    ><path style="fill:none;" d="M-4 0 L4 0"
+      /><line transform="translate(-143,-145.619)" x1="143" x2="143" y1="163.5739" style="fill:none; stroke-linejoin:round;" y2="145.619"
+    /></g
+    ><g transform="translate(166,179.0351)" style="font-size:18.6667px; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; font-family:'SansSerif'; color-interpolation:linearRGB;"
+    ><text x="0" xml:space="preserve" y="7" style="stroke:none;"
+      >Validation</text
+    ></g
+    ><g style="stroke-linecap:butt; text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:bevel; stroke-dasharray:8,8; color-interpolation:linearRGB; stroke-width:2.6667; stroke-miterlimit:1;"
+    ><line y2="179.0351" style="fill:none;" x1="123" x2="163" y1="179.0351"
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+    ><g style="stroke-linecap:butt; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB; stroke-width:0.6667;"
+    ><path d="M359 0 L359 193 L119 193 L119 0" style="fill:none; fill-rule:evenodd;"
+    /></g
+    ><g style="fill:white; text-rendering:optimizeSpeed; color-rendering:optimizeSpeed; image-rendering:optimizeSpeed; shape-rendering:crispEdges; stroke:white; color-interpolation:sRGB;"
+    ><path style="stroke:none;" d="M880 349 L1024 349 L1024 36 L880 36 Z"
+    /></g
+    ><g style="fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(38,38,38); color-interpolation:linearRGB; stroke-width:0.6667;"
+    ><line y2="349" style="fill:none;" x1="880" x2="1024" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="880" x2="880" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="908.8" x2="908.8" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="937.6" x2="937.6" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="966.4" x2="966.4" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="995.2" x2="995.2" y1="349"
+      /><line y2="345.87" style="fill:none;" x1="1024" x2="1024" y1="349"
+    /></g
+    ><g transform="translate(880,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >30</text
+    ></g
+    ><g transform="translate(908.8,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >40</text
+    ></g
+    ><g transform="translate(937.6,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >50</text
+    ></g
+    ><g transform="translate(966.4,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >60</text
+    ></g
+    ><g transform="translate(995.2,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >70</text
+    ></g
+    ><g transform="translate(1024,355.9333) rotate(-90)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >80</text
+    ></g
+    ><g transform="translate(952.0001,381.2667)" style="font-size:23.4667px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-61" xml:space="preserve" y="24" style="stroke:none;"
+      >Age (years)</text
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+    ><g style="fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(38,38,38); color-interpolation:linearRGB; stroke-width:0.6667;"
+    ><line y2="36" style="fill:none;" x1="880" x2="880" y1="349"
+      /><line y2="304.2857" style="fill:none;" x1="880" x2="883.13" y1="304.2857"
+      /><line y2="244.6667" style="fill:none;" x1="880" x2="883.13" y1="244.6667"
+      /><line y2="185.0476" style="fill:none;" x1="880" x2="883.13" y1="185.0476"
+      /><line y2="125.4286" style="fill:none;" x1="880" x2="883.13" y1="125.4286"
+      /><line y2="65.8095" style="fill:none;" x1="880" x2="883.13" y1="65.8095"
+    /></g
+    ><g transform="translate(873.0667,304.2857)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-24" xml:space="preserve" y="8.5" style="stroke:none;"
+      >80</text
+    ></g
+    ><g transform="translate(873.0667,244.6667)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >100</text
+    ></g
+    ><g transform="translate(873.0667,185.0476)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >120</text
+    ></g
+    ><g transform="translate(873.0667,125.4286)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >140</text
+    ></g
+    ><g transform="translate(873.0667,65.8095)" style="font-size:21.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-36" xml:space="preserve" y="8.5" style="stroke:none;"
+      >160</text
+    ></g
+    ><g transform="translate(833.0667,192.4998) rotate(-90)" style="font-size:23.4667px; fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-124.5" xml:space="preserve" y="-6" style="stroke:none;"
+      >Blood pressure (mmHg)</text
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+    ><g transform="translate(952.0009,31.6)" style="font-size:23.4667px; text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; font-family:'SansSerif'; color-interpolation:linearRGB; font-weight:bold;"
+    ><text x="-45" xml:space="preserve" y="-6" style="stroke:none;"
+      >Group 4</text
+    ></g
+    ><g style="stroke-linecap:butt; fill:rgb(255,123,83); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:bevel; stroke-dasharray:8,8; stroke:rgb(255,123,83); color-interpolation:linearRGB; stroke-width:2.6667; stroke-miterlimit:1;"
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+    ><g style="text-rendering:geometricPrecision; color-rendering:optimizeQuality; color-interpolation:linearRGB; image-rendering:optimizeQuality;" transform="translate(908.8,132.7132)"
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diff --git a/blood-pressure-model/estimateParams.m b/blood-pressure-model/estimateParams.m
new file mode 100644
index 0000000..ad29c61
--- /dev/null
+++ b/blood-pressure-model/estimateParams.m
@@ -0,0 +1,40 @@
+function optParam = estimateParams(model,data,fitToAll)
+
+rng('shuffle')
+
+if fitToAll
+    CostFunc = @(p) costFunc_age_all(p,model,data);
+    lb = zeros(1,6);
+    ub = ones(1,6).*1;
+    lb(5) = 1;
+    ub(5) = 111.4728;
+    lb(6) = 1;
+    ub(6) = 71.7975;
+else
+    ic = [data.SBP(1,2),data.DBP(1,2)];
+    indata.SBP = data.SBP(:,2);
+    indata.DBP = data.DBP(:,2);
+    indata.time = data.time;
+    CostFunc = @(p) costFunc_age(p,model,ic,indata);
+    lb = ones(1,4).*1e-6;
+    ub = ones(1,4).*1;
+end
+    
+
+
+options_pso = optimoptions('particleswarm', 'Display', 'iter','useparallel',false);
+options_s=optimoptions(@simulannealbnd, 'HybridFcn',@fmincon, 'Display','iter');
+
+nParams=length(lb);
+
+[psoParam,bestcost_pso] = particleswarm(CostFunc, nParams, lb, ub, options_pso); %The first optimization is done using particle swarm. This doesn't need a start guess and will save its best result as psoParam. This psoParam is then set as startguess for simulannealbnd.
+if bestcost_pso > 400 % if particleswarm failed completely there is no point continuing searching from that point
+    optParam = psoParam;
+    bestcost = bestcost_pso;
+else
+    [optParam, bestcost] = simulannealbnd(CostFunc,psoParam, lb, ub, options_s);
+end
+
+folder = '.';
+save(sprintf('%s/opt(%.5f)_%s.mat',folder,bestcost,datestr(now,'YYMMDD')) ,'optParam','bestcost','lb','ub')
+end
\ No newline at end of file
diff --git a/blood-pressure-model/estimateParams_crossvalidation.m b/blood-pressure-model/estimateParams_crossvalidation.m
new file mode 100644
index 0000000..1c6c846
--- /dev/null
+++ b/blood-pressure-model/estimateParams_crossvalidation.m
@@ -0,0 +1,61 @@
+function [optParams,optCosts,allparams] = estimateParams_crossvalidation(model,data,trainingRanges,saveFolder)
+
+rng('shuffle')
+numReps = 100;
+
+lb = zeros(1,6);
+ub = ones(1,6).*1;
+lb(5) = 5;
+ub(5) = 111.4728;
+lb(6) = 5;
+ub(6) = 71.7975;
+
+options_pso = optimoptions('particleswarm', 'Display', 'iter','useparallel',false);
+options_s=optimoptions(@simulannealbnd, 'HybridFcn',@fmincon, 'Display','iter');
+
+degreesOfFreedom_leaveOneOut = length(data.time)*2*3;
+degreesOfFreedom_All = length(data.time)*2*4;
+cutoff_leaveOneOut = chi2inv(0.95,degreesOfFreedom_leaveOneOut);
+cutoff_All = chi2inv(0.95,degreesOfFreedom_All);
+bestOptValidationcosts = [33.2,47.3,92,95.8,99.4];
+cutoffs = zeros(size(bestOptValidationcosts));
+for i = 1:length(bestOptValidationcosts)-1
+    cutoffs(i) = max(bestOptValidationcosts(i),cutoff_leaveOneOut);
+end
+cutoffs(end) = max(bestOptValidationcosts(end),cutoff_All);
+
+nParams=length(lb);
+date = datestr(now,'yymmdd-HHMM');
+% trainingRanges = {[1,2,3],[1,2,4],[1,3,4],[2,3,4]};
+optParams = cell(1,length(trainingRanges));
+optCosts = zeros(1,length(trainingRanges));
+allparams= cell(1,length(trainingRanges));
+for tr = 1:length(trainingRanges)
+    traingRange = trainingRanges{tr};
+    CostFunc = @(p) costFunc_age_crossvalidation(p,model,data,traingRange);
+    bestcostAll = 1e10;
+    for rep = 1:numReps
+        [psoParam,bestcost_pso] = particleswarm(CostFunc, nParams, lb, ub, options_pso); %The first optimization is done using particle swarm. This doesn't need a start guess and will save its best result as psoParam. This psoParam is then set as startguess for simulannealbnd.
+        if bestcost_pso > 300 % if particleswarm failed completely there is no point continuing searching from that point
+            optParam = psoParam;
+            bestcost = bestcost_pso;
+        else
+            for i = 1:10
+                [optParam, bestcost] = simulannealbnd(CostFunc,psoParam, lb, ub, options_s);
+            end
+        end
+        if bestcost < bestcostAll
+            bestcostAll = bestcost;
+            optParamAll = optParam;
+        end
+        if bestcost < cutoffs(tr)*1.2
+            allparams{tr} = [allparams{tr},[bestcost,optParam]];
+        end
+    end
+    save(sprintf('%s/opt(%.5f)-range%i-%s.mat',saveFolder,bestcostAll,tr,date) ,'optParamAll','bestcostAll','lb','ub')
+    optParams{tr} = optParamAll;
+    optCosts(tr) = bestcostAll;
+end
+save(sprintf('%s/optCrossValidation_%s.mat',saveFolder,date) ,'optParams','optCosts','allparams','lb','ub','trainingRanges')
+
+end
\ No newline at end of file
diff --git a/blood-pressure-model/fig 5 fit to aging.png b/blood-pressure-model/fig 5 fit to aging.png
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+      >30</text
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+    ><g transform="translate(192,566)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-13" xml:space="preserve" y="24" style="stroke:none;"
+      >40</text
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+    ><text x="-13" xml:space="preserve" y="24" style="stroke:none;"
+      >50</text
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+    ><g transform="translate(392,566)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-13" xml:space="preserve" y="24" style="stroke:none;"
+      >60</text
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+    ><g transform="translate(492,566)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-13" xml:space="preserve" y="24" style="stroke:none;"
+      >70</text
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+    ><g transform="translate(592,566)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-13" xml:space="preserve" y="24" style="stroke:none;"
+      >80</text
+    ></g
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+    ><text x="-69" xml:space="preserve" y="27" style="stroke:none;"
+      >Age (years)</text
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+    ><g style="fill:rgb(38,38,38); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(38,38,38); color-interpolation:linearRGB; stroke-width:0.8333;"
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+    /></g
+    ><g transform="translate(84,558)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-26" xml:space="preserve" y="9" style="stroke:none;"
+      >60</text
+    ></g
+    ><g transform="translate(84,472.8333)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-26" xml:space="preserve" y="9" style="stroke:none;"
+      >80</text
+    ></g
+    ><g transform="translate(84,387.6667)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-39" xml:space="preserve" y="9" style="stroke:none;"
+      >100</text
+    ></g
+    ><g transform="translate(84,302.5)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-39" xml:space="preserve" y="9" style="stroke:none;"
+      >120</text
+    ></g
+    ><g transform="translate(84,217.3333)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-39" xml:space="preserve" y="9" style="stroke:none;"
+      >140</text
+    ></g
+    ><g transform="translate(84,132.1667)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-39" xml:space="preserve" y="9" style="stroke:none;"
+      >160</text
+    ></g
+    ><g transform="translate(84,47)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-39" xml:space="preserve" y="9" style="stroke:none;"
+      >180</text
+    ></g
+    ><g transform="translate(40,302.4998) rotate(-90)" style="font-size:26.6667px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-156" xml:space="preserve" y="-6" style="stroke:none;"
+      >Brachial pressure (mmHg)</text
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+    ><g transform="translate(367.0003,43)" style="font-size:26.6667px; text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; font-weight:bold;"
+    ><text x="-167.5" xml:space="preserve" y="-6" style="stroke:none;"
+      >Blood pressure with aging</text
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+      >80</text
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+    ><g transform="translate(93,363.6956)" style="font-size:23.3333px; fill:rgb(38,38,38); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(38,38,38); color-interpolation:linearRGB;"
+    ><text x="-39" xml:space="preserve" y="9" style="stroke:none;"
+      >100</text
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+      >120</text
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+      >180</text
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+      >Brachial pressure (mmHg)</text
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+      >Blood pressure medication</text
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+    /></g
+    ><g transform="translate(171.5419,73.8781)" style="text-rendering:geometricPrecision; font-size:21px; color-interpolation:linearRGB; color-rendering:optimizeQuality; image-rendering:optimizeQuality;"
+    ><text x="0" xml:space="preserve" y="8.5" style="stroke:none;"
+      >Simulation SBP</text
+    ></g
+    ><g style="stroke-linecap:butt; fill:rgb(246,202,184); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(246,202,184); color-interpolation:linearRGB; stroke-width:3.3333;"
+    ><line y2="73.8781" style="fill:none;" x1="117.9823" x2="167.8052" y1="73.8781"
+    /></g
+    ><g transform="translate(171.5419,101.2927)" style="text-rendering:geometricPrecision; font-size:21px; color-interpolation:linearRGB; color-rendering:optimizeQuality; image-rendering:optimizeQuality;"
+    ><text x="0" xml:space="preserve" y="8.5" style="stroke:none;"
+      >Simulation DBP</text
+    ></g
+    ><g style="stroke-linecap:butt; fill:rgb(246,202,184); text-rendering:geometricPrecision; image-rendering:optimizeQuality; color-rendering:optimizeQuality; stroke-linejoin:round; stroke:rgb(246,202,184); color-interpolation:linearRGB; stroke-width:3.3333;"
+    ><line y2="101.2927" style="fill:none;" x1="117.9823" x2="167.8052" y1="101.2927"
+    /></g
+    ><g transform="translate(171.5419,128.7073)" style="text-rendering:geometricPrecision; font-size:21px; color-interpolation:linearRGB; color-rendering:optimizeQuality; image-rendering:optimizeQuality;"
+    ><text x="0" xml:space="preserve" y="8.5" style="stroke:none;"
+      >Data SBP</text
+    ></g
+    ><g transform="translate(142.8937,138.7552)" style="fill:rgb(255,123,83); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke:rgb(255,123,83);"
+    ><path style="stroke:none;" d="M-5 0 L5 0"
+    /></g
+    ><g transform="translate(142.8937,138.7552)" style="stroke-linecap:butt; fill:rgb(255,123,83); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(255,123,83); color-interpolation:linearRGB; stroke-width:3.3333;"
+    ><path style="fill:none;" d="M-5 0 L5 0"
+    /></g
+    ><g transform="translate(142.8937,118.6594)" style="fill:rgb(255,123,83); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke:rgb(255,123,83);"
+    ><path style="stroke:none;" d="M-5 0 L5 0"
+    /></g
+    ><g transform="translate(142.8937,118.6594)" style="stroke-linecap:butt; fill:rgb(255,123,83); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(255,123,83); color-interpolation:linearRGB; stroke-width:3.3333;"
+    ><path style="fill:none;" d="M-5 0 L5 0"
+      /><line transform="translate(-142.8937,-118.6594)" x1="142.8937" x2="142.8937" y1="138.7552" style="fill:none; stroke-linejoin:round;" y2="118.6594"
+      /><path d="M0 -3.3333 C1.8409 -3.3333 3.3333 -1.8409 3.3333 0 L3.3333 0 C3.3333 1.8409 1.8409 3.3333 -0 3.3333 C-1.8409 3.3333 -3.3333 1.8409 -3.3333 -0 C-3.3333 -1.8409 -1.8409 -3.3333 0 -3.3333 ZM0 -6.6667 C-3.6819 -6.6667 -6.6667 -3.6819 -6.6667 -0 C-6.6667 3.6819 -3.6819 6.6667 -0 6.6667 C3.6819 6.6667 6.6667 3.6819 6.6667 0 L6.6667 0 C6.6667 -3.6819 3.6819 -6.6667 0 -6.6667 Z" style="stroke-linejoin:round; stroke:none;" transform="translate(0,10.0479)"
+    /></g
+    ><g transform="translate(171.5419,156.1219)" style="text-rendering:geometricPrecision; font-size:21px; color-interpolation:linearRGB; color-rendering:optimizeQuality; image-rendering:optimizeQuality;"
+    ><text x="0" xml:space="preserve" y="8.5" style="stroke:none;"
+      >Data DBP</text
+    ></g
+    ><g transform="translate(142.8937,166.1698)" style="fill:rgb(255,123,83); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke:rgb(255,123,83);"
+    ><path style="stroke:none;" d="M-5 0 L5 0"
+    /></g
+    ><g transform="translate(142.8937,166.1698)" style="stroke-linecap:butt; fill:rgb(255,123,83); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(255,123,83); color-interpolation:linearRGB; stroke-width:3.3333;"
+    ><path style="fill:none;" d="M-5 0 L5 0"
+    /></g
+    ><g transform="translate(142.8937,146.074)" style="fill:rgb(255,123,83); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; color-interpolation:linearRGB; stroke:rgb(255,123,83);"
+    ><path style="stroke:none;" d="M-5 0 L5 0"
+    /></g
+    ><g transform="translate(142.8937,146.074)" style="stroke-linecap:butt; fill:rgb(255,123,83); text-rendering:geometricPrecision; color-rendering:optimizeQuality; image-rendering:optimizeQuality; stroke:rgb(255,123,83); color-interpolation:linearRGB; stroke-width:3.3333;"
+    ><path style="fill:none;" d="M-5 0 L5 0"
+      /><line transform="translate(-142.8937,-146.074)" x1="142.8937" x2="142.8937" y1="166.1698" style="fill:none; stroke-linejoin:round;" y2="146.074"
+      /><path d="M0 -6.665 L-5.7719 3.3325 L5.7719 3.3325 Z" style="fill:none;" transform="translate(0,10.0479)"
+      /><path transform="translate(-142.8937,-146.074)" style="fill:none; stroke-width:0.8333; fill-rule:evenodd; stroke:rgb(38,38,38);" d="M113 172 L113 58 L324 58 L324 172 Z"
+    /></g
+  ></g
+></svg
+>
diff --git a/blood-pressure-model/loadData.m b/blood-pressure-model/loadData.m
new file mode 100644
index 0000000..88445ab
--- /dev/null
+++ b/blood-pressure-model/loadData.m
@@ -0,0 +1,18 @@
+function [data] = loadData()
+
+%% data from the framingham heart study, https://doi.org/10.1161/01.CIR.96.1.308
+SBPData = readmatrix('SBP_data.csv','Range','A3:H20');
+data.SBP = SBPData(:,2:2:end);%groups 1-4 y-axis values
+
+DBPData = readmatrix('DBP_data.csv','Range','A3:H20');
+data.DBP = DBPData(:,2:2:end);%groups 1-4 y-axis values
+
+MAPData = readmatrix('MAP_data.csv','Range','A3:H20');
+data.MAP = MAPData(:,2:2:end);%groups 1-4 y-axis values
+
+PPData = readmatrix('PP_data.csv','Range','A3:H20');
+data.PP = PPData(:,2:2:end);%groups 1-4 y-axis values
+
+data.time = 30:5:80;
+
+end
\ No newline at end of file
diff --git a/blood-pressure-model/loadData_treatment.m b/blood-pressure-model/loadData_treatment.m
new file mode 100644
index 0000000..80bd8f8
--- /dev/null
+++ b/blood-pressure-model/loadData_treatment.m
@@ -0,0 +1,20 @@
+function [data] = loadData_treatment()
+%% Data from VALUE randomised trial, Julius et al 2004 https://doi.org/10.1016/S0140-6736(04)16451-9
+% Age: 67.2 +- 8.21 and 67.3 +- 8.1  (50 y or older). 42% women.
+
+%0, 0-3, 3-6, 12, 24,36,48,study end
+data.timem = [0,1.5,4.5,12,24,36,48,72]; %months from baseline
+% data.timem = [0,1.5,3,12,24,36,48,72]; %months from baseline
+data.time = data.timem./12;
+% first = valsartan, second = Amlodipine
+data.SBP = [[154.5,149.2,143.2,142.3,140.0,138.7,137.9,139.3]',...
+    [154.8,145.4,140.9,140.3,138.2,137.2,136.6,137.5]'];
+data.DBP = [[87.4,84.8,82.1,81.7,80.4,79.5,78.8,79.2]',...
+    [87.6,82.6,80.4,80.2,79.2,78.1,77.5,77.7]'];
+data.sd_SBP = [[19.0,19.5,16.8,16.9,16.2,16.1,15.6,17.6]', [19.0,16.1,14.3,14.4,13.8,13.5,13.6,15.0]'];
+data.sd_DBP = [[10.9,10.4,9.3,9.3,9.0,9.2,9.0,9.8]', [10.7,9.3,8.6,8.5,8.6,8.6,8.6,9.0]'];
+
+data.names= {'Valsartan-based (ATR blocker)','Amlodipine-based (calcium antagonist)'};
+data.age = [67.2,67.3];
+data.ageSD = [8.21,8.1];
+end
diff --git a/blood-pressure-model/main_CrossValidation_ageData.m b/blood-pressure-model/main_CrossValidation_ageData.m
new file mode 100644
index 0000000..b4a3b49
--- /dev/null
+++ b/blood-pressure-model/main_CrossValidation_ageData.m
@@ -0,0 +1,133 @@
+%% Main script to simulate and plot the cross validation with the framingham data
+% IQM toolbox is needed to run the simulation
+close all
+clear
+
+%% Settings
+loadResults = 1; % set to 1 to load the results from the article, set to 0 to re-run the crossvalidation
+
+%% Load data
+data = loadData();
+data.sd_SBP = ones(size(data.SBP(:,1)))*4;
+data.sd_DBP = ones(size(data.SBP(:,1)))*2;
+
+%% Setup and compile model
+model = 'bp_age';
+IQMmakeMEXmodel(IQMmodel([model,'.txt']),model)
+model = str2func(model);
+[paramNames,params] = IQMparameters(model);
+
+%% Run or load the crossvalidation results
+trainingRanges = {[1,2,3],[1,2,4],[1,3,4],[2,3,4],[1,2,3,4]};
+validatedDatset = [4,3,2,1,0];
+
+if loadResults
+    folders = dir('./crossValidation_*');
+    [~,latestFolderInd] = max([folders.datenum]);
+    loadFolder = folders(latestFolderInd);
+    loadfile = dir(fullfile(loadFolder.folder,loadFolder.name,'optCrossValidation_*'));
+    load(fullfile(loadfile.folder,loadfile.name),'allparams','optParams','optCosts')
+    saveFolder = fullfile(loadFolder.folder,loadFolder.name);
+else
+    saveFolder = fullfile(pwd,['crossValidation_',datestr(now,'yymmdd-HHSS')])
+    mkdir(saveFolder)
+    [optParams,optCosts] = estimateParams_crossvalidation(model,data,trainingRanges,saveFolder);
+end
+
+%% Simulate crossvalidation
+numValidations = length(optParams);
+time = data.time;
+drugparams = [1,20,8,0];
+simulationsAge = cell(length(optParams),4);
+costs = zeros(length(optParams),4);
+ic_PWV = 5;
+for p = 1:numValidations
+    for d = 1:4
+        ic = [data.SBP(1,d),data.DBP(1,d)];
+        params = [optParams{p}, ic,drugparams];
+        sim = model(time,[ic,ic_PWV],params);
+        simulationsAge{p,d} = sim;
+        
+        indata.SBP = data.SBP(:,d);
+        indata.DBP = data.DBP(:,d);
+        indata.time = data.time;
+        indata.sd_SBP = data.sd_SBP;
+        indata.sd_DBP = data.sd_DBP;
+        costs(p,d)  = costFunc_age(params,model,[ic,ic_PWV],indata);
+    end
+end
+degreesOfFreedom_leaveOneOut = length(data.time)*2*3;
+degreesOfFreedom_All = length(data.time)*2*4;
+degreesOfFreedom_One = length(data.time)*2;
+cutoff_leaveOneOut = chi2inv(0.95,degreesOfFreedom_leaveOneOut);
+cutoff_All = chi2inv(0.95,degreesOfFreedom_All);
+cutoff_One = chi2inv(0.95,degreesOfFreedom_One);
+leavedOut = validatedDatset';
+validationOK = zeros(numValidations,1);
+trainingOK = zeros(numValidations,1);
+trainingCosts = zeros(numValidations,1);
+for i = 1:numValidations
+    trainingCosts(i) = sum(costs(i,trainingRanges{i}));
+    if i == 5
+        trainingOK(i) = trainingCosts(i)<cutoff_All;
+        validationOK(i) = NaN;
+    else
+        trainingOK(i) = trainingCosts(i)<cutoff_leaveOneOut;
+        validationOK(i) = costs(i,leavedOut(i))<cutoff_One;
+    end
+end
+trainingCutoff = repmat(cutoff_leaveOneOut,numValidations,1);
+trainingCutoff(end) = cutoff_All;
+costTable = table(leavedOut,costs,repmat(cutoff_One,numValidations,1),trainingCosts,...
+    trainingCutoff,trainingOK,validationOK,'VariableNames',...
+    {'Leaved out','datasets 1 2 3 4',sprintf('Cutoff validation (dgf = %d)',degreesOfFreedom_One),...
+    'Training cost',sprintf('Cutoff training (dgf=%d)',degreesOfFreedom_leaveOneOut),...
+    'Training ok','Validatition ok'},'RowNames',{'crossval 1','crossval 2','crossval 3','crossval 4','Fit to all'})
+
+%% Plot the results from the cross validation
+orange = [255 123 83]./255;
+blue = [0 176 240]./255;
+orange2 = [246 202 184]./255;
+blue2 = [173 210 231]./255;
+colors = {orange,orange2,blue2,blue,[0.3 0.3 0.3]};
+f = figure('Name','crossValidation_age');
+f.Units = 'Normalized';
+f.OuterPosition = [0 0 0.9 0.7];
+for d = 1:4
+    subplot(1,4,d)
+    hold on
+    title(sprintf('Dataset %i SBP',d))
+    for p = 1:numValidations
+        if validatedDatset(p) == d
+            plot(simulationsAge{p,d}.time,simulationsAge{p,d}.statevalues(:,1),'--','color',colors{p},'LineWidth',2)
+        else
+            plot(simulationsAge{p,d}.time,simulationsAge{p,d}.statevalues(:,1),'-','color',colors{p},'LineWidth',2)
+        end
+    end
+    dSBP=errorbar(data.time,data.SBP(:,d),data.sd_SBP,'ko','LineWidth',1.5);
+    xlabel('Age (years)')
+    ylabel('mmHg')
+    
+    hold on
+    title(sprintf('Group %i',d))
+    for p = 1:numValidations
+        if validatedDatset(p) == d
+            plot(simulationsAge{p,d}.time,simulationsAge{p,d}.statevalues(:,2),'--','color',colors{p},'LineWidth',2);
+        else
+            pl(p)=plot(simulationsAge{p,d}.time,simulationsAge{p,d}.statevalues(:,2),'-','color',colors{p},'LineWidth',2);
+        end
+    end
+    dDBP=errorbar(data.time,data.DBP(:,d),data.sd_DBP,'k^','LineWidth',1.5);
+    xlabel('Age (years)')
+    ylabel('Blood pressure (mmHg)')
+    ylim([65 175])
+    xlim([data.time(1) data.time(end)])
+    xticks(data.time(1:2:end))
+    set(gca,'FontSize',16)
+end
+val=plot(NaN,NaN,'k--','Linewidth',2);
+legend1=legend([pl,dSBP,dDBP,val],{'Trained on group 1-3',...
+    'Trained on group 1,2,4','Trained on group 1,3,4',...
+    'Trained on group 2-4','Trained on all','Data SBP','Data DBP','Validation'},'FontSize',14);
+set(legend1,...
+    'Position',[0.140551806584448 0.641051625241795 0.140186912597758 0.26395172698825]);
diff --git a/blood-pressure-model/main_SimulateAndPlot_fitToData_age_drugs.m b/blood-pressure-model/main_SimulateAndPlot_fitToData_age_drugs.m
new file mode 100644
index 0000000..64d82d2
--- /dev/null
+++ b/blood-pressure-model/main_SimulateAndPlot_fitToData_age_drugs.m
@@ -0,0 +1,447 @@
+%% Main script to simulate and plot results 
+%from the simple blood pressure model of aging and anti-hypertensive drugs
+% IQM toolbox is needed to run the simulation (run the script installIQMtools.m whithin the toolbox folder).
+
+clear
+
+loadResults = 1; % 1= load already optimized parameters. 0 = re-run the optimization.
+
+%% Load data
+%Data from Framingham heart study: Franklin SS, Gustin W 4th, Wong ND, Larson MG, Weber MA, Kannel WB, Levy D. 
+%Hemodynamic patterns of age-related changes in blood pressure. The Framingham Heart Study. 
+%Circulation. 1997 Jul 1;96(1):308-15. doi: 10.1161/01.cir.96.1.308. PMID: 9236450.
+data = loadData();
+% add standard deviation to the age-data, obs NOT based on data, only approximation
+data.sd_SBP = ones(size(data.SBP(:,1)))*3;%3 for training, 4 for crossvalidation
+data.sd_DBP = ones(size(data.SBP(:,1)))*2;
+
+%Data from VALUE randomised trial: Julius et al 2004 https://doi.org/10.1016/S0140-6736(04)16451-9
+%Both Valsartan-based (ABR, blocking receptor for Angiotensin II) and Amlodipine-based (calcium chanel blocker).
+[drugdata] = loadData_treatment();
+
+%% Load and compile model
+model = 'bp_age';
+IQMmakeMEXmodel(IQMmodel([model,'.txt']),model)
+model = str2func(model);
+[paramNames,params] = IQMparameters(model);
+optimizedParams = params(1:end-6)'; %loaded parameters fitted to the data
+
+%% If not using already optimized parameters: run optimization to age data
+if ~loadResults
+    fitToAll = 1;
+    optimizedParams = estimateParams(model,data,fitToAll);
+end
+
+%% Simulations and cost calculation: only aging
+time = 30:1:85;
+% Simulate for the four different groups in the framingham data
+simulationsAgingNoDrug = cell(4,1);
+costs = zeros(4,1);
+dataToCostFunction.time = data.time;
+dataToCostFunction.sd_SBP = data.sd_SBP;
+dataToCostFunction.sd_DBP = data.sd_DBP;
+drugparams = [2,20,5,0];%need to have values but are not used in the age simulation
+for i = 1:4
+    ic = [data.SBP(1,i),data.DBP(1,i)];
+    params = [optimizedParams,ic,drugparams];
+    simulationsAgingNoDrug{i} = model(time,ic,params);
+    dataToCostFunction.SBP = data.SBP(:,i);
+    dataToCostFunction.DBP = data.DBP(:,i);
+    costs(i)  = costFunc_age(params,model,ic,dataToCostFunction);
+end
+Cost = [costs;sum(costs)];
+degreesOfFreedom_All = length(data.time)*2*4;
+degreesOfFreedom_One = length(data.time)*2;
+cutoff_All = chi2inv(0.95,degreesOfFreedom_All);
+cutoff_One = chi2inv(0.95,degreesOfFreedom_One);
+Cutoffs = [repmat(cutoff_One,4,1);cutoff_All];
+OkFit = Cost<Cutoffs;
+CostTableAging = table(Cost,Cutoffs,OkFit,'RowNames',{'Group 1','Group 2','Group 3','Group 4','All groups'})
+
+%% Simulations and cost calculation: anti-hypertensive drug
+%find timepoint where SBP & DBP are closest to the basal values in the drug data
+[sbpdiff,indSBP]=min(abs(simulationsAgingNoDrug{4}.statevalues(:,1)-drugdata.SBP(1,1)));
+[dbpdiff,indDBP]=min(abs(simulationsAgingNoDrug{4}.statevalues(:,2)-drugdata.DBP(1,1)));
+[bothdiff,indBoth]=min(abs(simulationsAgingNoDrug{4}.statevalues(:,2)-drugdata.DBP(1,1))+abs(simulationsAgingNoDrug{4}.statevalues(:,1)-drugdata.SBP(1,1)));
+tSBP = simulationsAgingNoDrug{4}.time(indSBP);
+tDBP = simulationsAgingNoDrug{4}.time(indDBP);
+tmedication_fitData = simulationsAgingNoDrug{4}.time(indBoth);
+
+%Settings
+t_drug = 2;
+effect_drugS = 20;
+effect_drugD = 5;
+tmedication_prediction = 45;
+tmedication_drugdata = drugdata.age(1);%fit to drugdata valsartan
+groupIndex = 4;
+resolution = 0.1;
+drugparams = [t_drug,effect_drugS,effect_drugD]; % manually estimated parameters
+ic = [data.SBP(1,groupIndex),data.DBP(1,groupIndex)];
+
+% Simulations
+drugsimulation = sim_treatment(model,30,tmedication_fitData,85,optimizedParams,ic,drugparams,resolution);
+drugprediction = sim_treatment(model,30,tmedication_prediction,85,optimizedParams,ic,drugparams,resolution);
+
+%--- cost calculations ---
+doPlot = 0;
+indValsartan = 1; %both valsartan-based and almodipine-based treatment was loaded, but only valsartan-based treatment is simulated and fitted to data
+%cost with start drug at closest pressure within data age range (67+-8)
+[drugcost]  = costFunc_treatment(optimizedParams,drugparams,tmedication_fitData,model,ic,drugdata,indValsartan,doPlot);
+degreesOfFreedom = length(drugdata.time)*2;
+cutoff = chi2inv(0.95,degreesOfFreedom);
+fprintf('Drug cost at t=best data age: %0.2f, cutoff: %0.2f\n',drugcost,cutoff)
+
+%cost with start drug at exact age of data
+[drugcost]  = costFunc_treatment(optimizedParams,drugparams,tmedication_drugdata,model,ic,drugdata,indValsartan,doPlot);
+degreesOfFreedom = length(drugdata.time)*2;
+cutoff = chi2inv(0.95,degreesOfFreedom);
+fprintf('Drug cost at t=exact data age: %0.2f, cutoff: %0.2f\n',drugcost,cutoff)
+
+%cost with start within data range but with best fit to data
+[drugcost]  = costFunc_treatment(optimizedParams,drugparams,tmedication_prediction,model,ic,drugdata,indValsartan,doPlot);
+degreesOfFreedom = length(drugdata.time)*2;
+cutoff = chi2inv(0.95,degreesOfFreedom);
+fprintf('Drug cost at t=45: %0.2f, cutoff: %0.2f\n',drugcost,cutoff)
+
+%% Plot settings
+orange = [255 123 83]./255;
+blue = [0 176 240]./255;
+orange2 = [246 202 184]./255;
+blue2 = [173 210 231]./255;
+colors = {blue,blue2,orange2,orange};
+
+%% Plot fit to data of group 4 in the framingham data and the VALUE trial with valsardan
+%(OBS trained on age data for 4 datasets, this is one of them - the group with highest blood pressure)
+figure('Name','Fit_drug_and_ageData','Units','Normalized','OuterPosition',[0 0 1 1])
+
+%age: data from https://doi.org/10.1161/01.CIR.96.1.308 The Framingham Heart Study 1997
+subplot(2,3,1)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,1),'-','color',orange2,'LineWidth',2)
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+plot(data.time,data.SBP(:,4),'o','color',orange,'LineWidth',2)
+plot(data.time,data.DBP(:,4),'^','color',orange,'LineWidth',2)
+legend({'Simulation SBP','Simulation DBP','Age data SBP','Age data DBP'},'Location','best')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Brachial pressure (mmHg)','FontSize',16)
+title('Blood pressure with aging','FontSize',16)
+xlim([30 85])
+ylim([65 180])
+
+subplot(2,3,2)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,1),'-','color',orange2,'LineWidth',2)
+plot(data.time,data.SBP(:,4),'o','color',orange,'LineWidth',2)
+legend({'Simulation','Age data'},'Location','NorthWest')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Systolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([120 180])
+
+subplot(2,3,3)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+plot(data.time,data.DBP(:,4),'o','color',orange,'LineWidth',2)
+legend({'Simulation','Age data'})
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Diastolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([65 100])
+
+%drugs: valsartan-based treatment, data from VALUE randomised trial, Julius et al 2004 https://doi.org/10.1016/S0140-6736(04)16451-9
+subplot(2,3,4)
+hold on
+plot(drugsimulation.time,drugsimulation.statevalues(:,1),'-','color',orange2,'LineWidth',2)
+plot(drugsimulation.time,drugsimulation.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+plot(drugdata.time+tmedication_fitData,drugdata.SBP(:,1),'o','color',orange,'LineWidth',2)
+plot(drugdata.time+tmedication_fitData,drugdata.DBP(:,1),'^','color',orange,'LineWidth',2)
+legend({'Simulation SBP','Simulation DBP','Data SBP','Data DBP'},'Location','best')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Brachial pressure (mmHg)','FontSize',16)
+title('Blood pressure medication','FontSize',16)
+xlim([30 85])
+ylim([65 180])
+
+subplot(2,3,5)
+hold on
+plot(drugsimulation.time,drugsimulation.statevalues(:,1),'-','color',orange2,'LineWidth',2)
+plot(drugdata.time+tmedication_fitData,drugdata.SBP(:,1),'o','color',orange,'LineWidth',2)
+legend('Data','Simulation')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Systolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([120 180])
+
+subplot(2,3,6)
+hold on
+plot(drugdata.time+tmedication_fitData,drugdata.DBP(:,1),'o','color',orange,'LineWidth',2)
+plot(drugsimulation.time,drugsimulation.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+legend('Data','Simulation')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Diastolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([65 100])
+
+%% Plot fit to data of group 4 in the framingham data and the VALUE trial with valsardan (WITH ERRORBARS)
+%(OBS trained on age data for 4 datasets, this is one of them - the group with highest blood pressure)
+figure('Name','Fit_drug_and_ageData_errorbars','Units','Normalized','OuterPosition',[0 0 1 1])
+
+%age: data from https://doi.org/10.1161/01.CIR.96.1.308 The Framingham Heart Study 1997
+subplot(2,3,1)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,1),'-','color',orange2,'LineWidth',2)
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+errorbar(data.time,data.SBP(:,4),data.sd_SBP,'o','color',orange,'LineWidth',2);
+errorbar(data.time,data.DBP(:,4),data.sd_DBP,'^','color',orange,'LineWidth',2);
+legend({'Simulation SBP','Simulation DBP','Age data SBP','Age data DBP'},'Location','best')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Brachial pressure (mmHg)','FontSize',16)
+title('Blood pressure with aging','FontSize',16)
+xlim([30 85])
+ylim([70 180])
+
+subplot(2,3,2)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,1),'-','color',orange2,'LineWidth',2)
+errorbar(data.time,data.SBP(:,4),data.sd_SBP,'o','color',orange,'LineWidth',2);
+legend({'Simulation','Age data'},'Location','NorthWest')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Systolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([120 180])
+
+subplot(2,3,3)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+errorbar(data.time,data.DBP(:,4),data.sd_DBP,'o','color',orange,'LineWidth',2);
+legend({'Simulation','Age data'})
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Diastolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([65 100])% ylim([70 90])
+
+%drugs: valsartan-based treatment, data from VALUE randomised trial, Julius et al 2004 https://doi.org/10.1016/S0140-6736(04)16451-9
+subplot(2,3,4)
+hold on
+plot(drugsimulation.time,drugsimulation.statevalues(:,1),'-','color',orange2,'LineWidth',2)
+plot(drugsimulation.time,drugsimulation.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+errorbar(drugdata.time+tmedication_fitData,drugdata.SBP(:,1),drugdata.sd_SBP(:,1),'o','color',orange,'LineWidth',2)
+errorbar(drugdata.time+tmedication_fitData,drugdata.DBP(:,1),drugdata.sd_DBP(:,1),'^','color',orange,'LineWidth',2)
+legend({'Simulation SBP','Simulation DBP','Data SBP','Data DBP'},'Location','best')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Brachial pressure (mmHg)','FontSize',16)
+title('Blood pressure medication','FontSize',16)
+xlim([30 85])
+ylim([65 180])
+
+subplot(2,3,5)
+hold on
+plot(drugsimulation.time,drugsimulation.statevalues(:,1),'-','color',orange2,'LineWidth',2)
+errorbar(drugdata.time+tmedication_fitData,drugdata.SBP(:,1),drugdata.sd_SBP(:,1),'o','color',orange,'LineWidth',2)
+legend('Data','Simulation')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Systolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([120 180])
+
+subplot(2,3,6)
+hold on
+errorbar(drugdata.time+tmedication_fitData,drugdata.DBP(:,1),drugdata.sd_DBP(:,1),'o','color',orange,'LineWidth',2)
+plot(drugsimulation.time,drugsimulation.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+legend('Data','Simulation')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Diastolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([65 100])
+
+%% Fit to all age data (all 4 groups in the Framingham data)
+%age: data from https://doi.org/10.1161/01.CIR.96.1.308 The Framingham Heart Study 1997
+figure('Name','Fit_ageData','Units','Normalized','OuterPosition',[0 0 1 0.7])
+subplot(1,2,1)
+    hold on
+    for d = 1:4
+        simsentNoDrug = simulationsAgingNoDrug{d};
+        plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,1),'-','color',colors{d},'LineWidth',2);
+        gr(d)=plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,2),'-','color',colors{d},'LineWidth',2);
+        plot(data.time,data.SBP(:,d),'o','color',colors{d},'LineWidth',2);
+        plot(data.time,data.DBP(:,d),'^','color',colors{d},'LineWidth',2);
+    end
+    dSBP= plot(NaN,NaN,'ko','LineWidth',2);
+    dDBP = plot(NaN,NaN,'k^','LineWidth',2);
+    s=plot(NaN,NaN,'k-','LineWidth',2);
+legend([s,dSBP,dDBP,gr],{'Simulation','Data SBP','Data DBP','Group 1','Group 2','Group 3','Group 4'},'Location','NorthEastOutSide')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Brachial pressure (mmHg)','FontSize',16)
+title('Blood pressure with aging','FontSize',16)
+xlim([30 85])
+ylim([60 180])
+
+
+subplot(1,2,2) %with errorbars
+hold on
+for d = 1:4
+    simsentNoDrug = simulationsAgingNoDrug{d};
+    plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,1),'-','color',colors{d},'LineWidth',2);
+    gr(d)=plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,2),'-','color',colors{d},'LineWidth',2);
+    errorbar(data.time,data.SBP(:,d),data.sd_SBP,'o','color',colors{d},'LineWidth',2);
+    errorbar(data.time,data.DBP(:,d),data.sd_DBP,'^','color',colors{d},'LineWidth',2);
+end
+dSBP= errorbar(NaN,0.1,1,'ko','LineWidth',2);
+dDBP = errorbar(NaN,0.1,1,'k^','LineWidth',2);
+s=plot(NaN,NaN,'k-','LineWidth',2);
+legend([s,dSBP,dDBP,gr],{'Simulation','Data SBP','Data DBP','Group 1','Group 2','Group 3','Group 4'},'Location','NorthEastOutSide')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Brachial pressure (mmHg)','FontSize',16)
+title('Blood pressure with aging','FontSize',16)
+xlim([30 85])
+ylim([60 180])
+
+%% Nice plot prediction sent to elisabeth
+orange = [255 123 83]./255;
+blue = [0 176 240]./255;
+orange2 = [246 202 184]./255;
+blue2 = [173 210 231]./255;
+colors = {blue,blue2,orange2,orange};
+
+figure('Name','prediction_ToElisabeth','Units','Normalized','OuterPosition',[0 0 1 1])
+%age
+subplot(2,3,1)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,1),'-','color',orange,'LineWidth',2)
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+legend({'Simulation SBP','Simulation DBP'},'Location','best')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Brachial pressure (mmHg)','FontSize',16)
+title('Blood pressure with aging','FontSize',16)
+xlim([30 85])
+ylim([70 180])
+
+subplot(2,3,2)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,1),'-','color',orange2,'LineWidth',2)
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Systolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([120 180])
+
+subplot(2,3,3)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Diastolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([70 90])
+
+%drugs: 
+subplot(2,3,4)
+hold on
+plot(drugprediction.time,drugprediction.statevalues(:,1),'-','color',orange,'LineWidth',2)
+plot(drugprediction.time,drugprediction.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+legend({'Simulation SBP','Simulation DBP'},'Location','best')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Brachial pressure (mmHg)','FontSize',16)
+title('Blood pressure medication','FontSize',16)
+xlim([30 85])
+ylim([65 180])
+
+subplot(2,3,5)
+hold on
+plot(drugprediction.time,drugprediction.statevalues(:,1),'-','color',orange2,'LineWidth',2)
+legend('Simulation')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Systolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([120 180])
+
+subplot(2,3,6)
+hold on
+plot(drugprediction.time,drugprediction.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+legend('Simulation')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Diastolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([65 100])
+
+%% Plot prediction of medication at age of 45 vs no medication
+figure('Name','prediction_ToElisabeth_combined','Units','Normalized','OuterPosition',[0 0 1 1])
+subplot(2,3,1)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,1),'-','color',orange,'LineWidth',2)
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,2),'-','color',orange2,'LineWidth',2)
+plot(drugprediction.time,drugprediction.statevalues(:,1),'--','color',orange,'LineWidth',2)
+plot(drugprediction.time,drugprediction.statevalues(:,2),'--','color',orange2,'LineWidth',2)
+legend({'Simulation SBP','Simulation DBP','Simulation SBP Treatment','Simulation DBP Treatment'},'Location','best')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Brachial pressure (mmHg)','FontSize',16)
+title('Blood pressure with aging and drug treatment','FontSize',16)
+xlim([30 85])
+ylim([70 180])
+
+subplot(2,3,2)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,1),'-','color',orange,'LineWidth',2)
+plot(drugprediction.time,drugprediction.statevalues(:,1),'--','color',orange2,'LineWidth',2)
+legend({'Simulation no treatment','Simulation treatment'},'Location','best')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Systolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([120 180])
+
+subplot(2,3,3)
+hold on
+simsentNoDrug = simulationsAgingNoDrug{4};
+plot(simsentNoDrug.time,simsentNoDrug.statevalues(:,2),'-','color',orange,'LineWidth',2)
+plot(drugprediction.time,drugprediction.statevalues(:,2),'--','color',orange2,'LineWidth',2)
+legend({'Simulation no treatment','Simulation treatment'},'Location','best')
+set(gca,'FontSize',14)
+xlabel('Age (years)','FontSize',16)
+ylabel('Pressure (mmHg)','FontSize',16)
+title('Diastolic blood pressure','FontSize',16)
+xlim([30 85])
+ylim([70 90])
diff --git a/blood-pressure-model/sim_treatment.m b/blood-pressure-model/sim_treatment.m
new file mode 100644
index 0000000..1368ae0
--- /dev/null
+++ b/blood-pressure-model/sim_treatment.m
@@ -0,0 +1,29 @@
+function sim = sim_treatment(model,ts,td,te,optParams,ic,drugparams,resolution)
+t_drug = drugparams(1);
+
+time = ts:resolution:td;
+params = [optParams, ic(1:2)];
+params = [params,drugparams,0];
+sim1 = model(time,ic,params);
+
+% treatment_on
+time = td:resolution:td+t_drug;
+params(end) = 1;
+ic = sim1.statevalues(end,:);
+sim2 = model(time,ic,params);
+
+time = td+t_drug:resolution:te;
+params(end) = 0;
+ic = sim2.statevalues(end,:);
+sim3 = model(time,ic,params);
+
+sim.statevalues = [sim1.statevalues(1:end-1,:);sim2.statevalues(1:end-1,:);sim3.statevalues];
+sim.variablevalues = [sim1.variablevalues(1:end-1,:);sim2.variablevalues(1:end-1,:);sim3.variablevalues];
+sim.reactionvalues = [sim1.reactionvalues(1:end-1,:);sim2.reactionvalues(1:end-1,:);sim3.reactionvalues];
+sim.states = sim1.states;
+sim.variables = sim1.variables;
+sim.reactions = sim1.reactions;
+sim.time = [sim1.time(1:end-1),sim2.time(1:end-1),sim3.time];
+
+
+end
diff --git a/bp-simple-model-longterm b/bp-simple-model-longterm
deleted file mode 160000
index 6246f3a..0000000
--- a/bp-simple-model-longterm
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit 6246f3abca11a4d065199d8e88cc24c63a380e7c
diff --git a/ensamble-risk-model/LICENSE b/ensamble-risk-model/LICENSE
new file mode 100644
index 0000000..f7a294e
--- /dev/null
+++ b/ensamble-risk-model/LICENSE
@@ -0,0 +1,674 @@
+                    GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
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+software and other kinds of works.
+
+  The licenses for most software and other practical works are designed
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+software for all its users.  We, the Free Software Foundation, use the
+GNU General Public License for most of our software; it applies also to
+any other work released this way by its authors.  You can apply it to
+your programs, too.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
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+
+    Ensemble Age Models for Short Term Ischemic Stroke Risk Prediction
+    Copyright (C) 2022  Elizabeth Hunter
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
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+    <program>  Copyright (C) 2022  Elizabeth Hunter
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diff --git a/ensamble-risk-model/README.md b/ensamble-risk-model/README.md
new file mode 100644
index 0000000..d4afe33
--- /dev/null
+++ b/ensamble-risk-model/README.md
@@ -0,0 +1,26 @@
+# Ensemble Age Models for Short Term Ischemic Stroke Risk Prediction
+
+## Name
+Ensemble Age Models for Short Term Ischemic Stroke Risk Prediction
+
+## Description
+
+Models created for the Precise4Q project to help in prevention of initial ischemic stroke.  The ensemble age models are created from a set of logistic regression models that are designed to predict indivdiual 5-year ischemic stroke risk. The age models are designed to capture the non-proportionallity in risk factor contribution to an individual's stroke risk by age.  For more information on the development of the age models see:
+Hunter, E., & Kelleher, J. D. (2022). Age specific models to capture the change in risk factor contribution by age to short term primary ischemic stroke risk. Frontiers in Neurology, 13. Retrieved from https://www.frontiersin.org/article/10.3389/fneur.2022.803749 doi: 10.3389/fneur.2022.803749 
+
+Although the independent age models are shown to be better calibrated than a single model with age as a risk factor, they do have a few disadvantages. The models predict risk based off of a person's chronological age and not their biological and if using the age models to predict someone's risk over time the models do not produce continous risk at the breakpoints between age groups (the age groups used are: under 50, 50-59, 60-69 and 70 plus). To account for these disadvantages we use an ensemble model where each individual's risk factors are put into the four independent age models and the resulting risk scores are weighted by a distance measure between the individual's age and the ages represented in the age group and then the weighted risk factors are combined.     
+
+
+## Usage
+The ensemble_age_model.R script can be run in any R environment. The script will load in the four independent age models and weight the risk scores for an indiviudal by the distance from the individual's age to the distance of maxium and minimum ages used in model training and testing. The weighted risk scroes will be combined and a single average risk will be produced. The script produces odds ratios, relative risk and absolute risk.  
+
+The models use the following risk factors: sex (coded as 1 = male and 2 = female), age, BMI, average cigarettes per day, diastolic blood pressure, systolic blood pressure, diabetes (0 = no diabetes, 1 = diabetes), and Atrial fibrillation diagnosed before stroke (0 = no atrial fibrillation, 1 = atrial fibrillation). To predict one or more individual's risk scores from the ensemble age model, a csv file with column headings SEX, AGE, BMI, CPD, DBP, SBP,DMRX, AF_beforestroke is needed. Each row of the file should correspond to the risk factors of different individual or the same individual's risk factors at a different ages.  
+
+## Support
+For support contact elizabeth.hunter@tudublin.ie 
+
+## Authors and acknowledgment
+This work was dones as part of the Precise4Q project that recieved funding from the EU's Horizon 2020 research and innovation programme under grant agreement No. 777107. 
+
+## License
+Available under a GNU General Public License v3.0
diff --git a/ensamble-risk-model/Scenario 1 risk b/ensamble-risk-model/Scenario 1 risk
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diff --git a/ensamble-risk-model/ensemble_age_model.R b/ensamble-risk-model/ensemble_age_model.R
new file mode 100644
index 0000000..cb88d22
--- /dev/null
+++ b/ensamble-risk-model/ensemble_age_model.R
@@ -0,0 +1,119 @@
+##load in models 
+load("agemodel50.Rdata")
+load("agemodel5059.Rdata")
+load("agemodel6069.Rdata")
+load("agemodel70.Rdata")
+
+
+scenarios <- list("Scenario 1", "Scenario 2", "Scenario 3", "Scenario 4", "Scenario 5", "Scenario 6")
+
+for (scenario in scenarios) {
+  
+## File name for saving results
+saveName = paste(scenario, " risk", sep ="") 
+
+##load in spread sheet with simulated data for the hybrid model 
+##dataset should have the following headings SEX, AGE, BMI, CPD, DBP, SBP,DMRX, AF_beforestroke
+## SEX coded as 1 = male 2 = female
+##CPD is average cigarettes smoked per day
+##DBP is diastolic blood pressure
+##SBP is systolic blood pressure
+## DMRX is a flag for diabetes coded as 0 = no diabetes 1 = diabetes
+##AF_beforestroke is a flag for atrial fibrillation diagnosed before stroke coded as 0 = no atrial fibrillation and 1 = atrial fibrillation
+
+## load data
+BP_sim <- as.data.frame(read.csv(paste(scenario,".csv", sep =""),header = TRUE))
+
+
+relative_risk_score_avg = rep(0,length(BP_sim[,1]))
+absolute_risk_score_avg =  rep(0,length(BP_sim[,1]))
+odds_ratios_avg = rep(0,length(BP_sim[,1]))
+
+
+#setting absolute risk for each age group based on modelling data   
+  absolute_risk_control_50 = 0.002879261
+  absolute_risk_control_5059 = 0.009622399
+  absolute_risk_control_6069 = 0.02332245
+  absolute_risk_control_70 = 0.04977592
+  
+ for(i in 1:length(BP_sim[,1])){
+
+  ##finding distance between the age and the maximum age of the group and the minimum age of the group for use in weighting the ensemble age models.
+  ## minimum and maximum ages come from the data used in model testing and training
+  
+  d1 = sqrt((BP_sim$AGE[i] - 49)^2 + (BP_sim$AGE[i] - 25)^2 ) 
+  d2 = sqrt((BP_sim$AGE[i] - 59)^2+ (BP_sim$AGE[i] - 50)^2 ) 
+  d3 = sqrt((BP_sim$AGE[i] - 69)^2+ (BP_sim$AGE[i] - 60)^2 ) 
+  d4 = sqrt((BP_sim$AGE[i] - 96)^2+ (BP_sim$AGE[i] - 70)^2  ) 
+  
+  
+  ## Calcuating the odds ratios for the ensemble model
+  odds_ratios_avg[i]  <- exp(predict(model_logistic_50 ,newdata = BP_sim[i,])) * (d2 * d3 * d4)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3) +
+    exp(predict(model_logistic_5059 ,newdata = BP_sim[i,])) * (d1 * d3 * d4)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3) + 
+    exp(predict(model_logistic_6069 ,newdata = BP_sim[i,])) * (d1 * d2 * d4)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3) + 
+    exp(predict(model_logistic_70 ,newdata = BP_sim[i,])) * (d1 * d2 * d3)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3)  
+  
+  ## converting the odds ratios to relative risk for the ensemble model
+  relative_risk_score_avg[i]  <- (exp(predict(model_logistic_50 ,newdata = BP_sim[i,])) / (1 - absolute_risk_control_50 + (absolute_risk_control_50 * exp(predict(model_logistic_50 ,newdata = BP_sim[i,]))))) * (d2 * d3 * d4)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3) +
+    (exp(predict(model_logistic_5059 ,newdata = BP_sim[i,])) / (1 - absolute_risk_control_5059 + (absolute_risk_control_5059 * exp(predict(model_logistic_5059 ,newdata = BP_sim[i,]))))) * (d1 * d3 * d4)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3) + 
+    (exp(predict(model_logistic_6069 ,newdata = BP_sim[i,])) / (1 - absolute_risk_control_6069 + (absolute_risk_control_6069 * exp(predict(model_logistic_6069 ,newdata = BP_sim[i,]))))) * (d1 * d2 * d4)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3) + 
+    (exp(predict(model_logistic_70 ,newdata = BP_sim[i,])) / (1 - absolute_risk_control_70 + (absolute_risk_control_70 * exp(predict(model_logistic_70 ,newdata = BP_sim[i,]))))) * (d1 * d2 * d3)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3)
+  
+  ##converting the odds ratios to absolute risk for the ensemble model
+  absolute_risk_score_avg[i]  <- (exp(predict(model_logistic_50 ,newdata = BP_sim[i,])) / (1 - absolute_risk_control_50 + (absolute_risk_control_50 * exp(predict(model_logistic_50 ,newdata = BP_sim[i,]))))) * absolute_risk_control_50 * (d2 * d3 * d4)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3) +
+    (exp(predict(model_logistic_5059 ,newdata = BP_sim[i,])) / (1 - absolute_risk_control_5059 + (absolute_risk_control_5059 * exp(predict(model_logistic_5059 ,newdata = BP_sim[i,]))))) * absolute_risk_control_5059 * (d1 * d3 * d4)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3) + 
+    (exp(predict(model_logistic_6069 ,newdata = BP_sim[i,])) / (1 - absolute_risk_control_6069 + (absolute_risk_control_6069 * exp(predict(model_logistic_6069 ,newdata = BP_sim[i,])))))* absolute_risk_control_6069 * (d1 * d2 * d4)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3) + 
+    (exp(predict(model_logistic_70 ,newdata = BP_sim[i,])) / (1 - absolute_risk_control_70 + (absolute_risk_control_70 * exp(predict(model_logistic_70 ,newdata = BP_sim[i,]))))) * absolute_risk_control_70 * (d1 * d2 * d3)/(d2*d3*d4 + d1*d3*d4 + d1*d2*d4 + d1*d2*d3)
+  
+}
+
+saveRDS(absolute_risk_score_avg, file = saveName)
+
+}
+
+plotRisk <- function(scenario1, scenario2) {
+
+# rm(list=ls()) # clearing work space
+
+# load simulated scenario
+risk1 <- readRDS(paste(scenario1, " risk", sep ="")) 
+risk2 <- readRDS(paste(scenario2, " risk", sep ="")) 
+
+# load data
+BP_sim1 <- as.data.frame(read.csv(paste(scenario1,".csv", sep =""), 
+                                 header = TRUE)) 
+
+BP_sim2 <- as.data.frame(read.csv(paste(scenario2,".csv", sep =""), 
+                                 header = TRUE))                                  
+  
+if (length(risk1)>1) {
+  plotType = "l";
+} else {
+  plotType = "p"
+}
+
+png(file=paste("risk ",scenario1,scenario2,".png"))
+plot(BP_sim1$AGE, risk1*100,
+     type=plotType,
+     main="Absolute risk of stroke in 5 years",
+     ylab="absolute risk (%)",
+     xlab="time (years)",
+     #ylim=range(min(toplot),max(toplot)),
+     lwd=5,
+     lty=3,
+     col="green")
+
+if (exists("risk2")){
+  lines(BP_sim2$AGE, risk2*100, col = "blue", lwd=5, lty=2)}  
+
+legend(x = "topleft",          # Position
+       legend = c(scenario1,scenario2))  
+
+dev.off()
+
+}
+
+plotRisk("Scenario 1", "Scenario 2")
+plotRisk("Scenario 3", "Scenario 4")
+plotRisk("Scenario 5", "Scenario 6")
+
diff --git a/ensamble-risk-model/risk  Scenario 1 Scenario 2 .png b/ensamble-risk-model/risk  Scenario 1 Scenario 2 .png
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diff --git a/ensemble-age-models-for-short-term-ischemic-stroke-risk-prediction b/ensemble-age-models-for-short-term-ischemic-stroke-risk-prediction
deleted file mode 160000
index f9682cc..0000000
--- a/ensemble-age-models-for-short-term-ischemic-stroke-risk-prediction
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit f9682ccead22fd46d83d1749a60487632fb28d09
-- 
GitLab