{"id":"W7128124711","doi":"","title":"A Review of Physics-Informed Machine Learning Methods with Applications to Condition Monitoring and Anomaly Detection","year":2024,"lang":"","type":"article","venue":"MacSphere (McMaster University)","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McMaster University","keywords":"Anomaly detection; Condition monitoring; Support vector machine; Pattern recognition (psychology); Novelty detection","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002054984,0.00113128,0.001422186,0.002578041,0.0003588295,0.001418559,0.001839338,0.001511797,0.002511626],"category_scores_gemma":[0.004770305,0.0006838731,0.0009597831,0.003579584,0.0008956578,0.002098815,0.0008154919,0.002217571,0.00187555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007824383,"about_ca_system_score_gemma":0.001327501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001683185,"about_ca_topic_score_gemma":0.002005059,"domain_scores_codex":[0.9991717,0.0001640759,0.00009328182,0.0001872268,0.0003543445,0.00002932803],"domain_scores_gemma":[0.9966972,0.002188019,0.0001783245,0.0001721127,0.0007049683,0.00005942554],"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":[0.00005372144,0.0001023977,0.0005419912,0.00599597,0.0001853375,0.0000802351,0.00003972118,0.01435348,0.002269916,0.0192309,0.01983426,0.937312],"study_design_scores_gemma":[0.0000348565,0.0003742552,0.003718399,0.004182917,0.0004077426,0.001319116,0.00006824826,0.1038927,0.009539681,0.08851692,0.7877354,0.0002097812],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001001139,0.8250839,0.1659892,0.001843935,0.001204433,0.00004304737,0.0001971353,0.0002863885,0.004350841],"genre_scores_gemma":[0.01873221,0.8640286,0.1077631,0.001442776,0.003578811,0.00009443958,0.0004387177,0.0001314101,0.003789932],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002578041,"threshold_uncertainty_score":0.01086795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421128739220085,"score_gpt":0.2927196820534949,"score_spread":0.278508394661294,"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."}}