{"id":"W4221133782","doi":"10.3390/s22062206","title":"Tool Condition Monitoring for High-Performance Machining Systems—A Review","year":2022,"lang":"en","type":"review","venue":"Sensors","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; McGill University","funders":"","keywords":"Machining; Engineering; Computer science; Systems engineering; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002308566,0.0003749616,0.001059992,0.0001172461,0.0001858339,0.00003706257,0.0001799049,0.0001215167,0.00004374145],"category_scores_gemma":[0.00007639577,0.0003656288,0.00015082,0.0002718875,0.000008885178,0.00009259414,0.00003201275,0.0003830585,0.00001699774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002162542,"about_ca_system_score_gemma":0.00003515674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001851188,"about_ca_topic_score_gemma":5.38464e-8,"domain_scores_codex":[0.998605,0.00004260597,0.0006015262,0.000285865,0.0001796613,0.0002853727],"domain_scores_gemma":[0.9992386,0.0001933678,0.0002322492,0.0002633946,0.00003304869,0.00003932878],"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":[7.37075e-7,0.000002274423,2.165192e-7,0.1810383,0.00004815228,0.000001523487,0.000008934411,0.2726013,3.576332e-8,0.0000702971,0.0001263744,0.5461019],"study_design_scores_gemma":[0.0000820664,0.00002728928,1.982837e-7,0.04273662,0.0004242318,0.00002575135,0.000008431082,0.01844792,0.000001209676,0.000004294249,0.9378323,0.0004096704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002022492,0.9943798,0.001484408,0.000001746379,0.002026933,0.001190341,0.0001185494,0.0004638167,0.0003141598],"genre_scores_gemma":[0.00005557565,0.9963623,0.001284273,0.000007401828,0.000380156,0.0008639855,0.0006389689,0.0001705805,0.0002367379],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9377059,"threshold_uncertainty_score":0.9998795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03409289144050574,"score_gpt":0.3079308721806382,"score_spread":0.2738379807401324,"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."}}