Deterministic rules-based classifier in Python code with human validation

This deposit includes all Python pipelines for screening and classification, human-validation samples (n=100 per stage), evaluation metrics, and environment files.Classifier A: recall, F1 (screening quality) Classifier B: screening accuracy, macro‑F1 (classification) Classifier C: exact‑match accuracy with 95% Wilson CI (classification quality)