{"id":"W2517343942","doi":"10.1145/2975961.2975962","title":"Mining timed regular expressions from system traces","year":2016,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Debugging; Computer science; Rotation formalisms in three dimensions; Event (particle physics); Anomaly (physics); Anomaly detection; Programming language; Temporal logic; Real-time computing; Data mining","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":[0.001237887,0.001212311,0.0008140144,0.003981519,0.0004609267,0.001268004,0.001352238,0.0008074301,0.0008942896],"category_scores_gemma":[0.01235124,0.0005638559,0.001532175,0.002321019,0.0006258398,0.001575358,0.0007149009,0.0009903164,0.0005166745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006720342,"about_ca_system_score_gemma":0.00208124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004946948,"about_ca_topic_score_gemma":0.007032933,"domain_scores_codex":[0.9978257,0.0003768554,0.00029061,0.0005769224,0.0007328173,0.00019703],"domain_scores_gemma":[0.9906882,0.005788312,0.001320502,0.0008956571,0.0011111,0.0001962775],"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":[0.0009902582,0.000857223,0.06882895,0.002394318,0.0005940099,0.005959408,0.001498977,0.3345961,0.05039551,0.02859984,0.009848752,0.4954367],"study_design_scores_gemma":[0.00009703118,0.0002031753,0.00705247,0.0001329276,0.0001392552,0.0008670659,0.0004604775,0.9308228,0.0184406,0.03507605,0.006658999,0.00004903543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3025472,0.001047037,0.6782773,0.0006628742,0.00008662581,0.0006487971,0.008173473,0.006071033,0.00248566],"genre_scores_gemma":[0.6485977,0.0008931592,0.328171,0.0001235141,0.00007524946,0.0005644504,0.0192715,0.0004605895,0.001842994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004946948,"threshold_uncertainty_score":0.009836316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949574828471648,"score_gpt":0.2332083157025829,"score_spread":0.2137125674178664,"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."}}