{"id":"W2357997047","doi":"","title":"The Applied Research of Data Mining in Failure Diagnosis Based on Genetic Algorithms","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Petrochemistry; Genetic algorithm; Key (lock); Data mining; Algorithm; Machine learning; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004876798,0.00008871665,0.0001008924,0.0002117416,0.0004179889,0.00003792349,0.002860239,0.00006371391,0.000002674688],"category_scores_gemma":[0.000002507498,0.00007346623,0.00002007794,0.0009974807,0.0002069585,0.00007986076,0.0005838701,0.000241176,0.00002809377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004377464,"about_ca_system_score_gemma":0.000207369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001292241,"about_ca_topic_score_gemma":0.00001791262,"domain_scores_codex":[0.9987059,0.00006503123,0.0002535709,0.0004771959,0.0002556806,0.000242676],"domain_scores_gemma":[0.9975049,0.0008709978,0.0000667241,0.001429648,0.00009180333,0.00003592973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004094331,0.001047041,0.01188053,0.00002031383,0.00002289338,0.000004899141,0.0006114826,0.00107766,0.0008529631,0.06059237,0.02897811,0.8949077],"study_design_scores_gemma":[0.0009220928,0.0001230284,0.1248205,0.00007091908,0.000006985344,0.00002772243,0.0002501883,0.1451654,0.009520186,0.01074636,0.7079083,0.0004382477],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009658637,0.0001509381,0.9793596,0.009546009,0.00001677528,0.0007440861,0.00001144224,0.00006748769,0.0004450609],"genre_scores_gemma":[0.305972,0.00004110517,0.6926067,0.0001465056,0.00004807635,0.001138951,0.00001860895,0.000005875002,0.000022255],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8944694,"threshold_uncertainty_score":0.5315083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1046245610127946,"score_gpt":0.3767965735334882,"score_spread":0.2721720125206937,"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."}}