| --- |
| language: |
| - en |
| license: mit |
| pretty_name: Population Boundary Integrity v0.1 |
| dataset_name: population-boundary-integrity-v0.1 |
| tags: |
| - clarusc64 |
| - clinical |
| - population |
| - generalization |
| - safety |
| - integrity |
| task_categories: |
| - text-classification |
| size_categories: |
| - 1K<n<10K |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: data/train.csv |
| - split: test |
| path: data/test.csv |
| --- |
| |
| What this dataset tests |
|
|
| Studied cohort versus claimed population. |
|
|
| It detects generalization creep. |
| It flags inference beyond enrollment criteria. |
|
|
| Required outputs |
|
|
| - cohort_profile |
| - claimed_population_profile |
| - boundary_violations |
| - required_population_disambiguation |
| - risk_if_overgeneralized |
|
|
| Typical failures |
|
|
| - assuming age or comorbidity transfer |
| - extending findings to excluded groups |
| - conflating inpatient evidence with outpatient claims |
|
|
| Suggested prompt wrapper |
|
|
| System |
|
|
| You check population boundary integrity. |
| You do not generalize beyond the cohort. |
|
|
| User |
|
|
| Studied cohort |
| {studied_cohort} |
| |
| Claimed population |
| {claimed_population} |
|
|
| Evidence excerpt |
| {evidence_excerpt} |
| |
| Return |
| |
| - cohort profile |
| - claimed population profile |
| - boundary violations |
| - disambiguation questions |
| - risk if overgeneralized |
| |
| Citation |
| |
| ClarusC64 dataset family |
| |
