A cautionary note on the use of the missing indicator method for handling missing data in prediction research

被引:18
作者
van Smeden, Maarten [1 ]
Groenwold, Rolf H. H. [2 ,3 ]
Moons, Karel GM. [1 ]
机构
[1] Univ Utrecht, Univ Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
[2] Leiden Univ, Dept Clin Epidemiol, Med Ctr, Leiden, Netherlands
[3] Leiden Univ, Dept Biomed Data Sci, Med Ctr, Leiden, Netherlands
关键词
Prediction models; Missing data; Missing indicator method; Missingness mechanisms; Transportability; Measurement;
D O I
10.1016/j.jclinepi.2020.06.007
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
引用
收藏
页码:188 / 190
页数:3
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共 20 条
  • [1] Biases in electronic health record data due to processes within the healthcare system: retrospective observational study
    Agniel, Denis
    Kohane, Isaac S.
    Weber, Griffin M.
    [J]. BMJ-BRITISH MEDICAL JOURNAL, 2018, 361
  • [2] The rise of big clinical databases
    Cook, J. A.
    Collins, G. S.
    [J]. BRITISH JOURNAL OF SURGERY, 2015, 102 (02) : E93 - E101
  • [3] Data Resource Profile: Cardiovascular disease research using linked bespoke studies and electronic health records (CALIBER)
    Denaxas, Spiros C.
    George, Julie
    Herrett, Emily
    Shah, Anoop D.
    Kalra, Dipak
    Hingorani, Aroon D.
    Kivimaki, Mika
    Timmis, Adam D.
    Smeeth, Liam
    Hemingway, Harry
    [J]. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2012, 41 (06) : 1625 - 1638
  • [4] STEINS PARADOX IN STATISTICS
    EFRON, B
    MORRIS, C
    [J]. SCIENTIFIC AMERICAN, 1977, 236 (05) : 119 - 127
  • [5] Informative missingness in electronic health record systems: the curse of knowing
    Rolf H. H. Groenwold
    [J]. Diagnostic and Prognostic Research, 4 (1)
  • [6] Explicit inclusion of treatment in prognostic modeling was recommended in observational and randomized settings
    Groenwold, Rolf H. H.
    Moons, Karel G. M.
    Pajouheshnia, Romin
    Altman, Doug G.
    Collins, Gary S.
    Debray, Thomas P. A.
    Reitsma, Johannes B.
    Riley, Richard D.
    Peelen, Linda M.
    [J]. JOURNAL OF CLINICAL EPIDEMIOLOGY, 2016, 78 : 90 - 100
  • [7] Missing covariate data in clinical research: when and when not to use the missing-indicator method for analysis
    Groenwold, Rolf H. H.
    White, Ian R.
    Donders, Rogier T.
    Carpenter, James R.
    Altman, Douglas G.
    Moons, Karel G. M.
    [J]. CANADIAN MEDICAL ASSOCIATION JOURNAL, 2012, 184 (11) : 1265 - 1269
  • [8] Evaluating the impact of prediction models: lessons learned, challenges, and recommendations
    Teus H. Kappen
    Wilton A. van Klei
    Leo van Wolfswinkel
    Cor J. Kalkman
    Yvonne Vergouwe
    Karel G. M. Moons
    [J]. Diagnostic and Prognostic Research, 2 (1)
  • [9] Adaptation of Clinical Prediction Models for Application in Local Settings
    Kappen, Teus H.
    Vergouwe, Yvonne
    van Klei, Wilton A.
    van Wolfswinkel, Leo
    Kalkman, Cor J.
    Moons, Karel G. M.
    [J]. MEDICAL DECISION MAKING, 2012, 32 (03) : E1 - E10
  • [10] Unpredictable bias when using the missing indicator method or complete case analysis for missing confounder values: an empirical example
    Knol, Mirjam J.
    Janssen, Kristel J. M.
    Donders, A. Rogier T.
    Egberts, Antoine C. G.
    Heerdink, E. Rob
    Grobbee, Diederick E.
    Moons, Karel G. M.
    Geerlings, Mirjam I.
    [J]. JOURNAL OF CLINICAL EPIDEMIOLOGY, 2010, 63 (07) : 728 - 736