2026-10-10T09:01:36Z https://api.figshare.com/v2/oai

oai:figshare.com:article/31238908 2026-10-01T05:14:02Z category_25576 category_28864 portal_438 item_type_9 month_year_10_2026

Deterministic rules-based classifier in Python code with human validation Heinz Herrmann (10932549) Supply chains Artificial intelligence not elsewhere classified systematic review analyses science mapping approach <p dir="ltr">This deposit includes all Python pipelines for screening and classification, human-validation samples (n=100 per stage), evaluation metrics, and environment files.</p><p dir="ltr">Classifier A: recall, F1 (screening quality)<br>Classifier B: screening accuracy, macro‑F1 (classification)<br>Classifier C: exact‑match accuracy with 95% Wilson CI (classification quality)</p> 2026-02-09T04:44:21Z Software Software 10.25905/31238908.v2 https://figshare.com/articles/software/Deterministic_rules-based_classifier_in_Python_code_with_human_validation/31238908 MIT