{"id":"W6981976516","doi":"","title":"Generalized sensor-based tool failure detection and prevention system for intermittent cutting operations","year":2019,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Machining; Realization (probability); Cutting tool; Machine tool; Condition monitoring","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":[0.0002736541,0.0004666203,0.0004503162,0.0005333895,0.0002511253,0.0003259059,0.001052854,0.0004414774,0.003674883],"category_scores_gemma":[0.0004317797,0.0001598215,0.0002118013,0.0002645078,0.0001575014,0.0004099565,0.0003584339,0.0003397548,0.0009592071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00027584,"about_ca_system_score_gemma":0.0003679121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008816342,"about_ca_topic_score_gemma":0.001428064,"domain_scores_codex":[0.99972,0.00002879632,0.0000127536,0.00007971723,0.0001314781,0.00002718281],"domain_scores_gemma":[0.9997619,0.00004534581,0.00004103878,0.00003353819,0.000100217,0.00001803565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001097423,0.0005696173,0.004726979,0.0003553929,0.00007124064,0.0003430248,0.0002112271,0.01857871,0.3299278,0.00175776,0.01156158,0.6307992],"study_design_scores_gemma":[0.0002186463,0.001719013,0.01615672,0.00006345675,0.0001486125,0.0007314823,0.00008292041,0.8491598,0.1142908,0.001893729,0.01542909,0.0001056904],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1897335,0.001056578,0.7854435,0.0004482448,0.0005479909,0.0003335132,0.0005003432,0.01194017,0.009996044],"genre_scores_gemma":[0.9249776,0.0001972517,0.06896971,0.0002697256,0.00008129732,0.00015162,0.0002432412,0.000062204,0.005047425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003674883,"threshold_uncertainty_score":0.01229376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01685871845674363,"score_gpt":0.2725118957099648,"score_spread":0.2556531772532211,"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."}}