{"id":"W3159695152","doi":"10.1145/3448976","title":"A Survey of Software Log Instrumentation","year":2021,"lang":"en","type":"review","venue":"ACM Computing Surveys","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Computer science; Instrumentation (computer programming); Logging; Source code; Software; Database; Software engineering; Audit; Operating system; Accounting","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":[0.005646332,0.001243558,0.001241693,0.01472117,0.000708908,0.002363929,0.001813852,0.001315132,0.006463815],"category_scores_gemma":[0.02682991,0.0008893394,0.001091172,0.01883632,0.0009573363,0.005898806,0.001313412,0.001314442,0.003940076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001696819,"about_ca_system_score_gemma":0.005493183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002807272,"about_ca_topic_score_gemma":0.003369795,"domain_scores_codex":[0.9940988,0.001266746,0.0006936446,0.0006795297,0.002967834,0.0002934342],"domain_scores_gemma":[0.9620925,0.02507116,0.002439155,0.001363807,0.008500948,0.0005324336],"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":[0.00005447956,0.00008345,0.002376084,0.01730368,0.00005591753,0.0000738522,0.0003236779,0.0005416156,0.0008806796,0.004726965,0.02905046,0.9445292],"study_design_scores_gemma":[0.00001997573,0.0002667615,0.01066463,0.02479431,0.0002206596,0.0008996351,0.0008011584,0.000857043,0.00189853,0.003706945,0.9557977,0.00007261414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003767761,0.9738587,0.006989332,0.001841042,0.0005246858,0.0001346266,0.0005334816,0.0004632971,0.01188704],"genre_scores_gemma":[0.01516449,0.9733102,0.005942733,0.0009396619,0.0004547415,0.000142426,0.001137012,0.0001096388,0.002799035],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01472117,"threshold_uncertainty_score":0.02986103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08397002981832441,"score_gpt":0.3521162088475894,"score_spread":0.268146179029265,"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."}}