{"id":"W4403537089","doi":"10.1145/3691620.3695326","title":"Studying Versioning in Stack Overflow","year":2024,"lang":"en","type":"article","venue":"","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Software versioning; Stack (abstract data type); Programming language; Operating system; Software","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":[0.009129548,0.0003106271,0.0003901822,0.007113948,0.001606071,0.003313539,0.0009350976,0.001123166,0.002177836],"category_scores_gemma":[0.1249869,0.00054903,0.0004032808,0.005691167,0.001853979,0.009442781,0.002169275,0.001781018,0.0004411322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002210298,"about_ca_system_score_gemma":0.001377409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01007426,"about_ca_topic_score_gemma":0.009987284,"domain_scores_codex":[0.9946464,0.001634159,0.0006028926,0.0008324041,0.001831485,0.0004527099],"domain_scores_gemma":[0.8142468,0.1127679,0.04582468,0.009220368,0.01480237,0.003137914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002740062,0.0001937293,0.8275051,0.0003608655,0.0001143084,0.0009146921,0.05386085,0.001219738,0.003073125,0.006657835,0.002783511,0.1030423],"study_design_scores_gemma":[0.00002440614,0.0002859487,0.9399439,0.0004128501,0.000120291,0.001295311,0.01667091,0.009298568,0.003556989,0.01122928,0.0170375,0.0001239732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910976,0.0009193295,0.002905606,0.0005888419,0.00002996089,0.00004605256,0.0005016311,0.0001092616,0.003801601],"genre_scores_gemma":[0.9948496,0.0003179201,0.002537807,0.000106909,0.0000458203,0.00002693547,0.0005632248,0.0001005744,0.001451274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01007426,"threshold_uncertainty_score":0.04828227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703448158458002,"score_gpt":0.2708249576411952,"score_spread":0.2437904760566152,"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."}}