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-- Incorporate data directly into studies identified by PMID
-- Incorporate data directly into studies identified by PMID
local studies = {
local studies = {
    {
{
    pmid = "12345",
    pmid = "12634284",
        method = "MLR",
    method = "PCA",
        year = "1995",
    biomarkers = { AGRatio = "x", Albumin = "x", FEV1 = "x", FVC = "x", Hematocrit = "x", Hemoglobin = "x", RBC = "x", SBP = "x", Urea = "x" }
        biomarkers = { SBP = "x", DBP = "x", HDL = "x", LDL = "x" }
},
    },
{
    {
    pmid = "12672981",
        pmid = "67890",
    method = "PCA",
        method = "MLR",
    biomarkers = { AGRatio = "x", FEV1 = "x", Glucose = "x", MCH = "x", SBP = "x" }
        year = "1995",
},
        biomarkers = { SBP = "x", DBP = "x", HDL = "x", LDL = "x" }
{
    },
    pmid = "17889950",
    {
    method = "MLR",
        pmid = "13579",
    biomarkers = { BMI = "x", BodyFat = "x", Creatinine = "x", DBP = "x", ESR = "x", FEV1 = "x", FVC = "x", Glucose = "x", HDL = "x", LeanBodyMass = "x", SBP = "x", TC = "x", TG = "x", TSH = "x", Testosterone = "x", WaistHipRatio = "x" }
        method = "MLR",
},
        year = "1995",
{
        biomarkers = { SBP = "x", DBP = "x", HDL = "x", LDL = "x" }
    pmid = "17921421",
    }
    method = "PCA",
    biomarkers = { Albumin = "x", FEV1 = "x", Hematocrit = "x", SBP = "x", Urea = "x" }
},
{
    pmid = "18597867",
    method = "PCA",
    biomarkers = { Albumin = "x", BodyFat = "x", ESR = "x", FEV1 = "x", HBA1C = "x", Hearing = "x", LDL = "x", SBP = "x", Urea = "x", VO2Max = "x", WC = "x" }
},
{
    pmid = "18840798",
    method = "PCA",
    biomarkers = { Albumin = "x", FEV1 = "x", RBC = "x", SBP = "x", Urea = "x" }
},
{
    pmid = "19940465",
    method = "PCA",
    biomarkers = { CystatinC = "x", DdimerFibrinogen = "x", EDV = "x", IMT = "x", MVEAP = "x", MVEL_MVES_MVEA = "x", PP = "x" }
},
{
    pmid = "20005245",
    method = "KDM",
    biomarkers = { AM = "x", Concentration = "x", FVC = "x", GripStrength = "x", Hearing = "x", NM = "x", TM = "x", Vibrotactile = "x", VisualAcc = "x", VisualReactTime = "x" }
},
{
    pmid = "20005245",
    method = "MLR",
    biomarkers = { AM = "x", Concentration = "x", FVC = "x", GripStrength = "x", Hearing = "x", NM = "x", TM = "x", Vibrotactile = "x", VisualAcc = "x", VisualReactTime = "x" }
},
{
    pmid = "22433233",
    method = "PCA",
    biomarkers = { FEV1 = "x", GripStrength = "x", SBP = "x", SoftLeanMass = "x", VO2Max = "x", VerticalJump = "x", WC = "x" }
},
{
    pmid = "2282902",
    method = "PCA",
    biomarkers = { AI = "x", AST = "x", FVC = "x", HR = "x", Hemoglobin = "x", LDH = "x", SBP = "x", TG = "x", Urea = "x" }
},
{
    pmid = "23213031",
    method = "KDM",
    biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
},
{
    pmid = "23213031",
    method = "MLR",
    biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
},
{
    pmid = "23213031",
    method = "PCA",
    biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
},
{
    pmid = "23642770",
    method = "MLR",
    biomarkers = { AGRatio = "x", ALP = "x", ALT = "x", AST = "x", Albumin = "x", Amylase = "x", BMI = "x", BodyFat = "x", CPK = "x", Creatinine = "x", CreatinineClearance = "x", DBP = "x", DirectBilirubin = "x", FEV1 = "x", FVC = "x", GGT = "x", Glucose = "x", HBA1C = "x", Homocysteine = "x", LDH = "x", LDL = "x", LeanBodyMass = "x", PP = "x", SBP = "x", TC = "x", TG = "x", TotalBilirubin = "x", TotalProtein = "x", Urea = "x", UrineSG = "x", UrinepH = "x", WC = "x", WaistHipRatio = "x" }
},
{
    pmid = "24522464",
    method = "PCA",
    biomarkers = { CystatinC = "x", MMFR = "x", MVEL_MVES_MVEA = "x", MinIMT = "x", PP = "x", TMT = "x" }
},
{
    pmid = "24659482",
    method = "PCA",
    biomarkers = { CystatinC = "x", DST = "x", DdimerFibrinogen = "x", IMT = "x", MVEL_MVES_MVEA = "x", TelomereLength = "x" }
},
{
    pmid = "26150497",
    method = "KDM",
    biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
},
{
    pmid = "27191382",
    method = "Deep learning",
    biomarkers = { ALP = "x", Albumin = "x", Alpha2Globulin = "x", Glucose = "x", Hematocrit = "x", Lymphocytes = "x", RBC = "x", RDW = "x", TC = "x", Urea = "x" }
},
{
    pmid = "27216811",
    method = "KDM",
    biomarkers = { ALP = "x", Albumin = "x", Calcium = "x", Creatinine = "x", DBP = "x", Hemoglobin = "x", InorganicPhosphorus = "x", TSH = "x", TotalProtein = "x", Urea = "x" }
},
{
    pmid = "2737197",
    method = "PCA",
    biomarkers = { AI = "x", AST = "x", FVC = "x", Hemoglobin = "x", Pulse = "x", SBP = "x", Urea = "x" }
},
{
    pmid = "28110151",
    method = "KDM",
    biomarkers = { AST = "x", FEV1 = "x", Ferritin = "x", SBP = "x", TC = "x", Urea = "x", WC = "x" }
},
{
    pmid = "28110151",
    method = "MLR",
    biomarkers = { AST = "x", Creatinine = "x", FEV1 = "x", Ferritin = "x", SBP = "x", TC = "x", Urea = "x", WC = "x" }
},
{
    pmid = "28110151",
    method = "PCA",
    biomarkers = { AST = "x", Creatinine = "x", FEV1 = "x", Ferritin = "x", SBP = "x", TC = "x", Urea = "x", WC = "x" }
},
{
    pmid = "28203066",
    method = "PCA",
    biomarkers = { Glucose = "x", HDL = "x", MAP = "x", TG = "x", WC = "x" }
},
{
    pmid = "28958059",
    method = "KDM",
    biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x" }
},
{
    pmid = "28977464",
    method = "KDM",
    biomarkers = { CRP = "x", FEV1 = "x", Glucose = "x", IL6 = "x", Pselectin = "x", SBP = "x", TC = "x" }
},
{
    pmid = "29188884",
    method = "PCA",
    biomarkers = { CystatinC = "x", MVEAP = "x", MinIMT = "x", PP = "x", TMT = "x" }
},
{
    pmid = "29340580",
    method = "Deep learning",
    biomarkers = { Albumin = "x", Calcium = "x", Creatinine = "x", Glucose = "x", HDL = "x", Hematocrit = "x", Hemoglobin = "x", LDL = "x", MCHC = "x", MCV = "x", Platelet = "x", Potassium = "x", RBC = "x", Sodium = "x", TC = "x", TG = "x", TotalBilirubin = "x", TotalProtein = "x", Urea = "x" }
},
{
    pmid = "29581467",
    method = "Deep learning",
    biomarkers = { PhysicalActivityWeek = "x" }
},
{
    pmid = "30644411",
    method = "Deep learning",
    biomarkers = { Ferritin = "x", Glucose = "x", HBA1C = "x", Urea = "x" }
},
{
    pmid = "30899733",
    method = "KDM",
    biomarkers = { FEV1 = "x", RBC = "x", SBP = "x", VitaminD = "x", WaistHeightRatio = "x" }
},
{
    pmid = "30899733",
    method = "MLR",
    biomarkers = { Creatinine = "x", FEV1 = "x", RBC = "x", SBP = "x", VitaminD = "x", WaistHeightRatio = "x" }
},
{
    pmid = "30899733",
    method = "PCA",
    biomarkers = { Creatinine = "x", FEV1 = "x", RBC = "x", SBP = "x", VitaminD = "x", WaistHeightRatio = "x" }
},
{
    pmid = "30999227",
    method = "KDM",
    biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", HBA1C = "x", Lymphocytes = "x", MCV = "x", RDW = "x", SBP = "x", Urea = "x", UricAcid = "x", WBC = "x" }
},
{
    pmid = "31179487",
    method = "KDM",
    biomarkers = { ChairRiseTime = "x", DBP = "x", FEV1 = "x", GripStrength = "x", Height = "x", Hemoglobin = "x", MMSE = "x", Monocytes = "x", TUGTest = "x", eGFR = "x" }
},
{
    pmid = "31179487",
    method = "MLR",
    biomarkers = { ChairRiseTime = "x", DBP = "x", FEV1 = "x", GripStrength = "x", Height = "x", Hemoglobin = "x", MMSE = "x", Monocytes = "x", TUGTest = "x", eGFR = "x" }
},
{
    pmid = "31179487",
    method = "PCA",
    biomarkers = { ChairRiseTime = "x", DBP = "x", FEV1 = "x", GripStrength = "x", Height = "x", Hemoglobin = "x", MMSE = "x", Monocytes = "x", TUGTest = "x", eGFR = "x" }
},
{
    pmid = "31388024",
    method = "Deep learning",
    biomarkers = { PhysicalActivityWeek = "x" }
},
{
    pmid = "31566204",
    method = "KDM",
    biomarkers = { Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", HBA1C = "x", Lymphocytes = "x", MCV = "x", SBP = "x", TC = "x", Urea = "x", WBC = "x" }
},
{
    pmid = "31693736",
    method = "KDM",
    biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", HBA1C = "x", Lymphocytes = "x", MCV = "x", Urea = "x", UricAcid = "x", WBC = "x" }
},
{
    pmid = "3226152",
    method = "MLR",
    biomarkers = { AGRatio = "x", AST = "x", Albumin = "x", FVC = "x", Hemoglobin = "x", Pulse = "x", SBP = "x", TC = "x", Urea = "x", VisualAcuity = "x" }
},
{
    pmid = "3226152",
    method = "PCA",
    biomarkers = { AGRatio = "x", AST = "x", Albumin = "x", FVC = "x", Hemoglobin = "x", Pulse = "x", SBP = "x", TC = "x", Urea = "x", VisualAcuity = "x" }
},
{
    pmid = "32946548",
    method = "KDM",
    biomarkers = { Albumin = "x", CRP = "x", Creatinine = "x", Ferritin = "x", HBA1C = "x", Platelet = "x", RBC = "x", SBP = "x", TC = "x", TG = "x", Transferrin = "x", Urea = "x" }
},
{
    pmid = "33744131",
    method = "Deep learning",
    biomarkers = { CR = "x" }
},
{
    pmid = "34038024",
    method = "KDM",
    biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", HBA1C = "x", SBP = "x", TC = "x" }
},
{
    pmid = "34453631",
    method = "Deep learning",
    biomarkers = { ALT = "x", AST = "x", Albumin = "x", ApoA1B = "x", BasophilsEosinophils = "x", CPeptide = "x", CRP = "x", CTnI = "x", Creatinine = "x", CystatinC = "x", DdimerFibrinogen = "x", Glucose = "x", Granulocytes = "x", HDL = "x", Hemoglobin = "x", Insulin = "x", LDL = "x", Lymphocytes = "x", MCHC = "x", MCV = "x", MPV = "x", Monocytes = "x", NTproBNP = "x", Neutrophils = "x", PDW = "x", Platelet = "x", RBC = "x", RDW = "x", TG = "x", Testosterone = "x", UricAcid = "x", VitaminD = "x", WBC = "x" }
},
{
    pmid = "5841151",
    method = "MLR",
    biomarkers = { GripStrength = "x", Hearing = "x", SBP = "x", TC = "x", VC = "x", Vibrotactile = "x", VisualAcuity = "x" }
},
{
    pmid = "6610563",
    method = "MLR",
    biomarkers = { GripStrength = "x", STM = "x", Vibrotactile = "x" }
},
{
    pmid = "6667707",
    method = "MLR",
    biomarkers = { DST = "x", Hearing = "x", IMD = "x", PWV = "x", SBP = "x", VC = "x", VisualAcc = "x", Weight = "x" }
},
{
    pmid = "7162237",
    method = "MLR",
    biomarkers = { FEV1 = "x", Hearing = "x", LDH = "x", TC = "x" }
},
{
    pmid = "8803500",
    method = "PCA",
    biomarkers = { ALT = "x", FVC = "x", Glucose = "x", Hemoglobin = "x", LDH = "x", SBP = "x", TC = "x", Urea = "x" }
},
{
    pmid = "950448",
    method = "MLR",
    biomarkers = { ALP = "x", ESR = "x", FEV1 = "x", SBP = "x", TC = "x", TG = "x", Urea = "x" }
},
}
}


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