{"id":"W2059499223","doi":"10.1016/s0005-1098(00)00163-1","title":"Manufacturing systems with random breakdowns and deteriorating items","year":2001,"lang":"en","type":"article","venue":"Automatica","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Mathematical optimization; Production (economics); Bounded function; Optimization problem; Class (philosophy); Production control; Markov process; Mathematics; Computer science; Statistics; Economics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002769867,0.0001856329,0.0002284344,0.0001622565,0.0002104102,0.000640577,0.0001334453,0.00003600898,0.0001590203],"category_scores_gemma":[0.00003710166,0.0001407198,0.00003040246,0.0001511957,0.00004990958,0.0007485152,0.0001126332,0.00006986711,0.0001667132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002049691,"about_ca_system_score_gemma":0.000004902102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002745536,"about_ca_topic_score_gemma":0.00003624174,"domain_scores_codex":[0.9989682,0.00001200639,0.0002551276,0.0002422208,0.0002304989,0.0002919003],"domain_scores_gemma":[0.9995143,0.0000447053,0.0001471253,0.0002253469,0.00004893697,0.00001952374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001693506,0.001307591,0.4265924,0.01607955,0.002193531,0.002154638,0.003422914,0.008130053,0.002395385,0.1097841,0.1082335,0.3180128],"study_design_scores_gemma":[0.005914393,0.00007260584,0.03147281,0.0007916768,0.0002661594,0.00007513565,0.003043975,0.448108,0.0001178622,0.000983997,0.5080482,0.001105112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9159781,0.0001305775,0.001636498,0.0005294491,0.0004411637,0.000643052,6.182688e-7,0.0005103436,0.0801302],"genre_scores_gemma":[0.9975227,0.000009975117,0.000223571,0.0007178492,0.0006256578,0.00005718637,0.000007758126,0.0000297723,0.0008055054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.439978,"threshold_uncertainty_score":0.6177099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116272766791961,"score_gpt":0.1880909747151774,"score_spread":0.1769282470472577,"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."}}