calculate_diagnostics: Calculate diagnostics

In tidyhte: Tidy Estimation of Heterogeneous Treatment Effects

Calculate diagnostics

Description

This function calculates the diagnostics requested by the Diagnostics_cfg object.

Usage

calculate_diagnostics(data, treatment, outcome, .diag.cfg)

Arguments

data	Data frame with all additional columns (such as model predictions) included.
treatment	Unquoted treatment variable name
outcome	Unquoted outcome variable name
.diag.cfg	Diagnostics_cfg object

Value

Returns a tibble with columns:

• estimand - Character indicating the diagnostic that was calculated

• level - Indicates the scope of this diagnostic (e.g. does it apply only to the model of the outcome under treatment).

• term - Indicates a more granular descriptor of what the value is for, such as the specific model within the SuperLearner ensemble.

• estimate - Point estimate of the diagnostic.

• std_error - Standard error of the diagnostic.

See Also

Diagnostics_cfg

tidyhte documentation built on Aug. 14, 2023, 5:08 p.m.