diff --git a/diabetes-v2/automation.yml b/diabetes-v2/automation.yml new file mode 100644 index 0000000..975d357 --- /dev/null +++ b/diabetes-v2/automation.yml @@ -0,0 +1,67 @@ +binary_metrics_fairness_table: +- cohorts: + A1C: + - '>7' + - '>8' + - None + - Norm + Age: + - 70+ + - '[0-10)' + - '[10-20)' + - '[20-50)' + - '[50-70)' + Gender: + - Female + - Male + Race: + - AfricanAmerican + - Asian + - Caucasian + - Hispanic + - Other + - Unknown + Taking Insulin: + - Down + - 'No' + - Steady + - Up + Taking Metformin: + - Down + - 'No' + - Steady + - Up + options: + fairness_ratio: 0.2 + metric_generator: 0.3333333333333333 + metric_list: + - Accuracy + - Sensitivity + - Specificity + - PPV + per_context: false + score: Risk30DayReadmission + target: Readmitted within 30 Days + threshold: 0.2 +plot_cohort_evaluation: +- cohorts: + Age: + - 70+ + - '[0-10)' + - '[10-20)' + - '[20-50)' + - '[50-70)' + Race: + - AfricanAmerican + - Asian + - Caucasian + - Hispanic + - Other + - Unknown + options: + per_context: false + score_column: Risk30DayReadmission + target_column: Readmitted within 30 Days + thresholds: + - 0.2 + - 0.1 diff --git a/diabetes-v2/config.yml b/diabetes-v2/config.yml index a5e3523..9882569 100644 --- a/diabetes-v2/config.yml +++ b/diabetes-v2/config.yml @@ -11,3 +11,6 @@ other_info: event_path: "events.parquet" prediction_path: "predictions.parquet" metadata_path: "metadata.json" + automation_config: "automation.yml" +otel_export: + files: metrics.txt