{"id":"W2889021254","doi":"","title":"Maintenance, Replacement, and Reliability: Theory and Applications, Second Edition","year":2013,"lang":"en","type":"book","venue":"","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Reliability engineering; Reliability (semiconductor); Computer science; Engineering; Physics; Thermodynamics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004641822,0.0002611061,0.000273205,0.00008544602,0.00006592718,0.00007207919,0.00007559773,0.0003184749,0.0009259816],"category_scores_gemma":[0.00004491388,0.0002357932,0.00003654529,0.00004155507,0.0001707611,0.0002262541,0.00005254313,0.0002714127,0.00005725186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001433385,"about_ca_system_score_gemma":0.00003360549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002115891,"about_ca_topic_score_gemma":0.000004158917,"domain_scores_codex":[0.9989424,0.00002942562,0.0003204507,0.0004030156,0.0001033198,0.0002013362],"domain_scores_gemma":[0.9991553,0.0001617939,0.00006540456,0.000427417,0.00009985799,0.00009015629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003047616,0.00001740459,0.00001545881,0.001634108,0.0000584608,5.367838e-7,0.00007585751,0.0009612448,0.0000192979,0.2434171,0.7314811,0.02228895],"study_design_scores_gemma":[0.0002439502,0.00003518568,0.00006083009,0.0001029944,0.00003686195,0.000009377741,0.00004154798,0.003534575,0.00002359942,0.1768172,0.8187732,0.0003206861],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009694096,0.0009996506,0.1614699,0.00007050667,0.0002279022,0.001467385,0.00006507975,0.0003906761,0.8352119],"genre_scores_gemma":[0.0005682159,0.00563431,0.003396492,0.0002251783,0.0003354469,0.0005849221,0.0002706951,0.00008168074,0.988903],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1580735,"threshold_uncertainty_score":0.9999873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002798135177617753,"score_gpt":0.1768201111057785,"score_spread":0.1740219759281607,"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."}}