Update README.md

README.md

@@ -1,3 +1,76 @@
----
-license: mit
----
+---
+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