12  Literature

12.1 PubMed

Combination of plasmode, simulation, high-dimensional propensity provides 7 papers (searched in April 23, 2023):

flowchart LR
  A[PubMed] --> p4(Karim et al. 2018<br>Epidemiology)
  p4 --> ml1
  p4 --> ml0[Hybrid]

  A[PubMed] --> p2(Tian et al. 2018<br>Int J Epidemiol.)
  p2 --> ml1[Pure LASSO]

  A[PubMed] --> p5(Wyss et al. 2018<br>Epidemiology)
  p5 --> sl1[vary k,<br>k=25,100:500<br>Super<br>Learner]
  p5 --> ct1

  A[PubMed] --> p1(Benasseur et al. 2022<br>Pharmacoepidemiol Drug Saf.)
  p1 --> ml2[Low k,<br>k = 10]
  p1 --> ct1[cTMLE]

  A[PubMed] --> p7(Neugebauer et al. 2015<br>Stat Med.)
  p7 --> O2[time-varying<br>interventions]

  A[PubMed] --> p6(Franklin et al. 2015<br>Am J Epidemiol.)
  p6 --> ml1
  p6 --> ml0

  A[PubMed] --> p3(Schneeweiss et al. 2018<br>Clin Epidemiol.)
  p3 --> O1[Review]

  %% Define style classes
  classDef redNode fill:#f44,stroke-width:2px,stroke:#f00,color:#fff
  classDef yellowNode fill:#ffff00,stroke-width:2px,stroke:#ffcc00,color:#000
  classDef greenNode fill:#9f9,stroke-width:2px,stroke:#090,color:#000

  %% Apply classes to nodes
  class p1,p3,p7 redNode
  class p5 yellowNode
  class p2,p4,p6 greenNode

(Benasseur et al. 2022; Tian, Schuemie, and Suchard 2018; Franklin et al. 2015; Neugebauer et al. 2015; Wyss et al. 2018; Karim, Pang, and Platt 2018; Schneeweiss 2018)

12.2 Outside of PubMed

flowchart LR
  S[Simulations] --> p0(Pang et al. 2016<br>Int. J Biostat.)
  p0 --> t1[TMLE,<br>No<br>super<br>learner]

  D[Data<br>analysis] --> p00(Pang et al. 2016<br>Epidemiology)
  p00 --> t1

  D --> p1(Ju et al. 2019<br>J App Stat.)
  p1 --> sl1[Super<br>learner,<br>No TMLE,<br>bias not<br>used as a<br>performance<br>measure]

  D --> p3(Schneeweiss et al. 2017<br>Epidemiology)
  p3 --> ml1[LASSO]

  S --> p4(Weberpals et al. 2021<br>Epidemiology)
  p4 --> ml1[LASSO]
  p4 --> ml2[Autoencoder]

  S --> p5(Ju et al. 2019<br>Stat Meth Med Res.)
  p5 --> t1
  p5 --> t2[cTMLE,<br>more about<br>time<br>complexity]

  S --> p6(Low et al. 2015<br>J Comp Eff Res.)
  p6 --> ml1

  %% Define style classes
  classDef yellowNode fill:#ffff00,stroke-width:2px,stroke:#ffcc00,color:#000
  classDef greenNode fill:#9f9,stroke-width:2px,stroke:#090,color:#000
  classDef blueNode fill:#44f,stroke-width:2px,stroke:#00f,color:#fff

  %% Apply classes to nodes
  class p1 yellowNode
  class p3,p4,p6 greenNode
  class p0,p00,p5 blueNode

(Pang, Schuster, Filion, Eberg, et al. 2016; Pang, Schuster, Filion, Schnitzer, et al. 2016; Ju, Gruber, et al. 2019; Ju, Combs, et al. 2019; Schneeweiss et al. 2017; Weberpals et al. 2021; Low, Gallego, and Shah 2016)