{"id":"W4404952973","doi":"10.1109/issrew63542.2024.00058","title":"Linking Code and Documentation Churn: Preliminary Analysis","year":2024,"lang":"en","type":"article","venue":"","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Documentation; Computer science; Code (set theory); Programming language; Software engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01352854,0.0004481159,0.0005087361,0.01004842,0.001263298,0.00301583,0.0009131622,0.0007626027,0.002870209],"category_scores_gemma":[0.1257536,0.0005111714,0.0007573161,0.01214914,0.001679416,0.003603826,0.002688543,0.001919611,0.0007777372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002829193,"about_ca_system_score_gemma":0.003185326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008018826,"about_ca_topic_score_gemma":0.008282186,"domain_scores_codex":[0.9859233,0.004430812,0.001432824,0.00156908,0.005585539,0.001058503],"domain_scores_gemma":[0.6785825,0.2459737,0.02163953,0.00929524,0.04197142,0.002537634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005553143,0.0006208534,0.7365879,0.00132344,0.0001277211,0.0009672199,0.06808037,0.004032009,0.006682671,0.009145188,0.003469229,0.1684082],"study_design_scores_gemma":[0.00002979043,0.0005877471,0.8902659,0.000570624,0.0001086976,0.0006930521,0.04382299,0.03069249,0.005759211,0.007817893,0.01953943,0.0001120754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405831,0.0004828603,0.04405458,0.000766197,0.00002081564,0.0009018042,0.003851046,0.0005180206,0.008821663],"genre_scores_gemma":[0.9588352,0.000292623,0.03183185,0.000102344,0.0000218655,0.001257677,0.004522759,0.0001873357,0.002948264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01352854,"threshold_uncertainty_score":0.07154661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524955616703162,"score_gpt":0.2546326550980611,"score_spread":0.2393830989310295,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}