Given the below logistic regression model output, what would be the predicted probability that the outcome is 1 given covariate values L0=0, L1=1, A=1?

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Biostatistics Assignment 

 

1. Given the below logistic regression model output, what would be the predicted probability that the outcome is 1 given covariate values L0=0, L1=1, A=1?

 

2. Suppose that exchangeability and positivity hold conditional on L0 and L1 with A as the treatment and Y as the outcome. In the data used to fit the model from question 1, Pr(L0=0,L1=0)=.45, Pr(L0=0,L1=1)=.05, Pr(L0=1,L1=0)=.1, and Pr(L0=1,L1=1)=.4. What is the estimated average treatment effect (E[Y(1)]-E[Y(0)]) using standardization and the model in 1? Show your work.

3. Below is a table of the frequency with which each set of values appeared in a dataset with covariates L0 and L1, treatment A, and outcome Y. Under exchangeability and positivity, what is the estimated effect (E[Y(1)]-E[Y(0)]) using IPW? No need for logistic regression to get probabilities, you can just use proportions from the table. Show your work.

L0 L1 A Y N

0 0 0 0 3666

0 0 0 1 405

0 0 1 0 303

0 0 1 1 137

0 1 0 0 268

0 1 0 1 105

0 1 1 0 64

0 1 1 1 99

1 0 0 0 643

1 0 0 1 156

1 0 1 0 88

1 0 1 1 115

1 1 0 0 1205

1 1 0 1 1203

1 1 1 0 149

1 1 1 1 1394

 

4. Below are two sets of calibration and ROC plots for the same logistic regression model. One set was generated from the data to which the model was fit. Another set was evaluated on a holdout test dataset that was not used to fit the model. 

A) Set 1 comes from the data used to train the model

B) Set 2 comes from the data used to train the model

C) There is not enough information to tell 

Explain your answer.

 

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