{"id":"W3216633370","doi":"10.1109/isncc52172.2021.9615814","title":"Integrated modeling tool for indexing and analyzing state machine trace","year":2021,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Tracing; TRACE (psycholinguistics); Scripting language; Kernel (algebra); Event (particle physics); Debugging; Data mining; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004412661,0.00009546152,0.0001531751,0.0000471992,0.0001294995,0.0001650267,0.0001634164,0.00003870258,0.000005465706],"category_scores_gemma":[0.00008328778,0.00007183773,0.00004630547,0.0002771197,0.00001116389,0.0004368812,0.0001065925,0.00009085309,0.000002319267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002669298,"about_ca_system_score_gemma":0.00008640879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007600628,"about_ca_topic_score_gemma":0.00004142119,"domain_scores_codex":[0.9991241,0.00003089543,0.0002319583,0.0003242454,0.00009814519,0.0001906704],"domain_scores_gemma":[0.9993811,0.00008890019,0.0000325006,0.0002789258,0.000172868,0.00004573735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005157132,0.0001580258,0.06888203,0.000614427,0.0001565597,0.00003223808,0.005243241,0.06850962,0.004944255,0.007143908,0.00022897,0.8440351],"study_design_scores_gemma":[0.000250856,0.00001850417,0.0002851624,0.0000311882,0.000003684683,0.0000139026,0.00005700482,0.9955191,0.001896655,0.001434158,0.0003738448,0.0001159253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.333929,0.0003262191,0.6651874,0.0001994216,0.0001047783,0.0000855994,0.000001967569,0.0001066294,0.00005903115],"genre_scores_gemma":[0.8898581,0.00003507748,0.1096347,0.00009697913,0.00001758633,0.00001146233,0.000003400772,0.000005314789,0.0003374506],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9270095,"threshold_uncertainty_score":0.2929458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01707973026986255,"score_gpt":0.2518459391702766,"score_spread":0.234766208900414,"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."}}