{"id":"W4281741287","doi":"10.1145/3543146.3543168","title":"LogStamp","year":2022,"lang":"en","type":"article","venue":"ACM SIGMETRICS Performance Evaluation Review","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Parsing; Computer science; Set (abstract data type); Training set; Service (business); Data set; Data mining; Artificial intelligence; Programming language","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":[0.001494307,0.002548641,0.00106621,0.003772199,0.0008255902,0.002635879,0.002845405,0.001044307,0.01799763],"category_scores_gemma":[0.010248,0.0008859455,0.001342929,0.003315114,0.0004137423,0.004644863,0.002771084,0.001898883,0.02493411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008997563,"about_ca_system_score_gemma":0.002211177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006162,"about_ca_topic_score_gemma":0.007743532,"domain_scores_codex":[0.9979095,0.0001990928,0.000277188,0.0004653577,0.0009801832,0.0001686446],"domain_scores_gemma":[0.9959236,0.0008059924,0.0003676607,0.001579606,0.001158931,0.0001640754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006325953,0.0002069481,0.006931255,0.001130301,0.000137986,0.0003501335,0.000213945,0.004486342,0.003697442,0.005958278,0.7488192,0.2274356],"study_design_scores_gemma":[0.0001935196,0.0001983178,0.01277189,0.0003023164,0.00009384475,0.0008718431,0.0004072036,0.1469158,0.03006623,0.0233412,0.7846582,0.0001796847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.01276276,0.001206721,0.1238728,0.001235971,0.0006902958,0.001164714,0.2950575,0.542784,0.02122515],"genre_scores_gemma":[0.09089858,0.001340949,0.1529358,0.0009367416,0.0002635597,0.001506091,0.7170809,0.01756208,0.01747525],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.01799763,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06053903006316866,"score_gpt":0.3235410959505138,"score_spread":0.2630020658873451,"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."}}