{"id":"W2157408109","doi":"10.1145/1370175.1370235","title":"MSR 2008 - 5th working conference on mining software repositories","year":2008,"lang":"en","type":"article","venue":"","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Software; Software engineering; World Wide Web; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000789477,0.0001096037,0.000109372,0.0000485952,0.0004222169,0.0001704943,0.0007004581,0.00003918253,0.00001721102],"category_scores_gemma":[0.00003977181,0.00009589556,0.00002923341,0.0003016726,0.0000582302,0.0002756912,0.000191303,0.00009268757,0.00008323437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001792236,"about_ca_system_score_gemma":0.00007844753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004469909,"about_ca_topic_score_gemma":0.000005520117,"domain_scores_codex":[0.9990075,0.0000153003,0.0001660056,0.0003800109,0.0002161499,0.0002150718],"domain_scores_gemma":[0.9990497,0.00009425867,0.00006435571,0.0006501302,0.00006105314,0.00008045172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009419912,0.0003233254,0.01457631,0.00001431675,0.00005248726,0.0002458133,0.009625724,0.0001087141,0.0006306809,0.301628,0.1181803,0.5546049],"study_design_scores_gemma":[0.001951488,0.0009894691,0.05950352,0.0006973321,0.00003633735,0.001611469,0.001215889,0.3138503,0.02914139,0.006664913,0.5808313,0.003506542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01503083,0.00005741342,0.9589558,0.0008936446,0.0004628116,0.00009190742,0.00000400441,0.0006080079,0.02389555],"genre_scores_gemma":[0.2753987,0.00002771597,0.7206951,0.0003323242,0.0001621916,0.00002688359,0.000008571409,0.000008096,0.003340414],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5510983,"threshold_uncertainty_score":0.3910507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06864099992213862,"score_gpt":0.2745462009388109,"score_spread":0.2059052010166723,"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."}}