{"id":"W4400233295","doi":"10.1109/iscas58744.2024.10558032","title":"A Precise and Reliable Engine Knock Detection Utilizing Meta Classifier","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Classifier (UML); Artificial intelligence","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":[0.0006001802,0.0007677631,0.0009725393,0.0009148315,0.0004367676,0.0009152343,0.00110747,0.0008807229,0.0007219855],"category_scores_gemma":[0.001068526,0.0003054744,0.000833126,0.0004088255,0.0001667324,0.001045799,0.0004797832,0.0008221658,0.0006770371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005145086,"about_ca_system_score_gemma":0.0008116815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003128436,"about_ca_topic_score_gemma":0.00289784,"domain_scores_codex":[0.9995438,0.00004226703,0.00003612086,0.0001374034,0.0001596203,0.00008071394],"domain_scores_gemma":[0.9994228,0.0001031459,0.00005987196,0.00008366502,0.0003049074,0.00002567496],"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":[0.0005987364,0.0005399309,0.01356873,0.000168964,0.0002810011,0.0003711734,0.0001075732,0.1587974,0.1193056,0.002260662,0.004405702,0.6995945],"study_design_scores_gemma":[0.00001020599,0.0001887681,0.00225224,0.00001616449,0.00005617199,0.0001216528,0.00002189271,0.9633337,0.03193267,0.0005421183,0.001500668,0.00002371353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1657578,0.001049577,0.824472,0.0002532009,0.0002117761,0.0001267503,0.0003300979,0.005079002,0.002719866],"genre_scores_gemma":[0.8633295,0.000265876,0.1321336,0.0001189356,0.00005015721,0.0001324366,0.0005553796,0.00007297928,0.003341116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003128436,"threshold_uncertainty_score":0.00622046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03016647584501075,"score_gpt":0.2567602570100653,"score_spread":0.2265937811650545,"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."}}