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Do this now

Checks (Thomas)

Check if the functionality works in all these cases with nonstandard names for censoring and competing risks

  • with competing risks and censoring
  • without competing risks
  • without censoring
  • without competing risks and without censoring

Output (Puriya)

Improve summary and plot functions

Flaskehalse i stor data (Hannah)

  • remove long and list of wide data

Positivity (Kathrine)

Long to Wide for start stop variables (Christian)

  • discretization of register data
  • examples of non-chronical variables
  • effect of different interval lengths on wide format (used drug x% of the time)

Do this soon

Check if outcome is constant before running anything

allow subsets to define Strata as a vector of values (requires that the variable is in the prepare_rtmle_data)

Related literature (check these out)

Trimming (instead of g-bounds) time dependent? diaz + post-doc

SATE survivor average treatment effect

Describe extensions

Find alternative estimators and corresponding R-packages

Pooled logistic regression for g-part (censoring/propensity)

How to set up the data: multiple lines per subject?

How to summarize the history: for sum(bar L) the range of the variable increases with time

What is the correct loss function? patients should be similar wrt outcome risk not propensity!?

Import various Hely-programs

https://github.com/helenecharlotte

  • Dropin
  • TMLE for baseline treatment and baseline covariate event history analysis
  • TMLE for recurrent events (repeated measures)
  • continuous time longitudinal causal inference