{"id":"W4381135222","doi":"10.21203/rs.3.rs-3066336/v1","title":"Optimization of Time Dependent Fuzzy Multi-Objective Reliability Redundancy Allocation Problem for n-Stage Series Parallel System","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heritage College","funders":"","keywords":"Mathematical optimization; Maximization; Particle swarm optimization; Sorting; Fuzzy logic; Computer science; Redundancy (engineering); Mathematics; Algorithm; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003395679,0.0003600564,0.0006003994,0.0004236645,0.0002050417,0.0001274777,0.000447032,0.000680058,0.00001870753],"category_scores_gemma":[0.001069049,0.0003718876,0.0002191497,0.0005260715,0.0001758668,0.0003172328,0.0003889793,0.0008721735,0.00003666501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001319601,"about_ca_system_score_gemma":0.0003662772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003345041,"about_ca_topic_score_gemma":0.000110057,"domain_scores_codex":[0.9963921,0.0004083706,0.000871243,0.0008068922,0.0008796554,0.0006417198],"domain_scores_gemma":[0.9957211,0.0003565303,0.0002011013,0.001003127,0.002588376,0.0001297871],"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":[0.0001689463,0.00009560827,0.0001069833,0.01780596,0.00008452391,0.000001949376,0.0008263837,0.9792222,0.000234953,0.0008092717,0.0004468429,0.0001963638],"study_design_scores_gemma":[0.0005973915,0.0001855557,0.0003111633,0.00189661,0.00002952739,0.000001281094,0.00123561,0.9928802,0.001101415,0.001307486,0.0001078243,0.0003459618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003372572,0.0003361977,0.9818755,0.0002695336,0.0005890227,0.009775043,0.0009970267,0.001237692,0.001547461],"genre_scores_gemma":[0.5605536,0.003702017,0.4077933,0.000003476645,0.0003772209,0.01117625,0.004873277,0.0005395021,0.01098137],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5740822,"threshold_uncertainty_score":0.9998733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04232631070548657,"score_gpt":0.3218317230223515,"score_spread":0.2795054123168649,"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."}}