{"id":"W4388562518","doi":"10.1016/j.ress.2023.109796","title":"Joint optimization of selective maintenance and repairpersons assignment problem for mission-oriented systems operating under <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" altimg=\"si5.svg\" display=\"inline\" id=\"d1e7882\"><mml:mi>s</mml:mi></mml:math>-dependent competing risks","year":2023,"lang":"en","type":"article","venue":"Reliability Engineering & System Safety","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Mathematical optimization; Computer science; Robustness (evolution); Reliability engineering; Operations research; Engineering; Mathematics","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":[0.001894266,0.0003541703,0.0004012952,0.0001150872,0.0003224301,0.000109008,0.0001829943,0.0003458404,0.000002156967],"category_scores_gemma":[0.0006424821,0.0003868917,0.0002158387,0.0003866494,0.00007449622,0.0002868625,0.0001284091,0.0003430437,0.00001173359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002350947,"about_ca_system_score_gemma":0.0001126522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001957887,"about_ca_topic_score_gemma":0.000008510916,"domain_scores_codex":[0.9971778,0.00008946525,0.001079559,0.0006136273,0.0004548321,0.0005847403],"domain_scores_gemma":[0.9982948,0.0004438013,0.0003243372,0.0005531546,0.0002096119,0.0001742709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004414123,0.0000292675,0.00001796511,0.003160703,0.0001007625,0.000004842258,0.0005848618,0.6904035,0.001595689,0.3039717,0.0000442179,0.00004236351],"study_design_scores_gemma":[0.0005601165,0.0001538782,0.0001026411,0.002085805,0.00009826721,0.00004791141,0.002112707,0.9924521,0.001895057,0.00001020221,0.0001556217,0.0003257295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5422734,0.0001481797,0.4550584,0.00008418879,0.0007795458,0.0005269076,0.0001322641,0.0007505531,0.0002465765],"genre_scores_gemma":[0.9800781,0.0001672683,0.01884329,0.000009451938,0.0001342513,0.0004185804,0.0001905538,0.0001288179,0.00002967686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4378047,"threshold_uncertainty_score":0.9998583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333719931605585,"score_gpt":0.222166490397187,"score_spread":0.2088292910811311,"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."}}