ESTIMATING SUBGROUP- AND INDIVIDUAL-LEVEL TREATMENT EFFECTS USING MACHINE LEARNING

被引：0
|
作者：
Hattab, Z. [1 ]
Sadique, Z. [2 ]
O'Neill, S. [3 ]
Ramnarayan, P. [4 ]
机构：
[1] Natl Univ Ireland Galway, Galway G, Ireland
[2] London Sch Hyg & Trop Med, Galway, Ireland
[3] Natl Univ Ireland, Galway, Ireland
[4] Great Ormond St Hosp Sick Children, London, England
来源：
VALUE IN HEALTH | 2022年 / 25卷 / 12期
关键词：
D O I：
暂无
中图分类号：
F [经济];
学科分类号：
02 ;
摘要：
P31
引用
收藏
页码：S7 / S8
页数：2
相关论文
共 50 条
  • [21] Synthesizing the effects of individual-level variation on coexistence
    Stump, Simon Maccracken
    Song, Chuliang
    Saavedra, Serguei
    Levine, Jonathan M.
    Vasseur, David A.
    [J]. ECOLOGICAL MONOGRAPHS, 2022, 92 (01)
  • [22] Estimating individual treatment effects on COPD exacerbations by causal machine learning on randomised controlled trials
    Verstraete, Kenneth
    Gyselinck, Iwein
    Huts, Helene
    Das, Nilakash
    Topalovic, Marko
    De Vos, Maarten
    Janssens, Wim
    [J]. THORAX, 2023, 78 (10) : 983 - 989
  • [23] Using Deep Learning for Individual-Level Predictions of Adherence with Growth Hormone Therapy
    Araujo, Matheus
    Van Dommelen, Paula
    Koledova, Ekaterina
    Srivastava, Jaideep
    [J]. PUBLIC HEALTH AND INFORMATICS, PROCEEDINGS OF MIE 2021, 2021, 281 : 133 - 137
  • [24] Estimating individual-level interaction effects in multilevel models: a Monte Carlo simulation study with application
    Lorah, Julie Ann
    [J]. JOURNAL OF APPLIED STATISTICS, 2018, 45 (12) : 2238 - 2255
  • [25] Causes of Team Members' Learning: An Individual-Level Analysis
    Mustafa, Ghulam
    Glavee-Geo, Richard
    [J]. PROCEEDINGS OF THE 18TH EUROPEAN CONFERENCE ON KNOWLEDGE MANAGEMENT (ECKM 2017), VOLS 1 AND 2, 2017, : 1292 - 1295
  • [26] Estimating Individual-Level Risk in Spatial Epidemiology Using Spatially Aggregated Information on the Population at Risk
    Diggle, Peter J.
    Guan, Yongtao
    Hart, Anthony C.
    Paize, Fauzia
    Stanton, Michelle
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2010, 105 (492) : 1394 - 1402
  • [27] Effects of Individual-Level Socioeconomic Factors on Racial Disparities in Cancer Treatment and Survival
    Du, Xianglin L.
    Lin, Charles C.
    Johnson, Norman J.
    Altekruse, Sean
    [J]. CANCER, 2011, 117 (14) : 3242 - 3251
  • [28] ESTIMATING INDIVIDUAL-LEVEL SODIUM INTAKE WITH REPEATED SPOT URINE SAMPLING
    Ginos, Gina
    Vogt, Liffert
    Frings-Meuthen, Petra
    Heer, Martina
    Engberink, Rik Olde
    [J]. NEPHROLOGY DIALYSIS TRANSPLANTATION, 2021, 36 : 354 - U422
  • [29] Individual-level generalised estimating equations analysis without sharing the data
    Jones, Elinor M.
    Sheehan, Nuala A.
    Burton, Paul R.
    [J]. ANNALS OF HUMAN GENETICS, 2012, 76 : 416 - 416
  • [30] Predicting priority of environmental protection over economic growth using macroeconomic and individual-level predictors: Evidence from machine learning
    Lou, Xiaobin
    Lin, Ying
    Li, Liman Man Wai
    [J]. JOURNAL OF ENVIRONMENTAL PSYCHOLOGY, 2022, 82
12345