{"id":"W2400577739","doi":"10.1145/2901739.2901769","title":"Logging library migrations","year":2016,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Queen's University","funders":"","keywords":"Logging; Debugging; Leverage (statistics); Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00543374,0.001939154,0.0009772875,0.005559399,0.001827759,0.00435459,0.00304583,0.001274404,0.01373953],"category_scores_gemma":[0.04485785,0.001765475,0.0009548495,0.003822015,0.0009337389,0.008018455,0.00635265,0.004379389,0.01397501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001404983,"about_ca_system_score_gemma":0.004759185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005558988,"about_ca_topic_score_gemma":0.006340919,"domain_scores_codex":[0.9923252,0.001418249,0.0009708102,0.001205801,0.003264128,0.0008158787],"domain_scores_gemma":[0.942419,0.01009955,0.00560592,0.02836565,0.0108538,0.002656192],"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":[0.001694136,0.0009914176,0.05700771,0.001111513,0.0001429686,0.001681318,0.004142169,0.004886439,0.02033539,0.01419345,0.1809722,0.7128412],"study_design_scores_gemma":[0.0003821751,0.0005750752,0.04152081,0.0009700313,0.0002936608,0.002135303,0.001778945,0.0490277,0.115724,0.0169863,0.770025,0.0005810044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.1486185,0.002443782,0.209274,0.002710253,0.001643528,0.001432813,0.0119656,0.5531809,0.06873054],"genre_scores_gemma":[0.5723386,0.003247558,0.1842819,0.00303198,0.0008143535,0.002140196,0.03462785,0.06549474,0.1340228],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01373953,"threshold_uncertainty_score":0.04596329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008629201659741622,"score_gpt":0.2080793075484844,"score_spread":0.1994501058887428,"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."}}