{"id":"W4210528826","doi":"10.1002/9780470496251.ch1","title":"Introduction","year":2009,"lang":"en","type":"other","venue":"","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kinectrics (Canada); Université du Québec à Chicoutimi","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005084351,0.0008967599,0.000671266,0.001487626,0.001245133,0.004582779,0.001540553,0.00164214,0.540458],"category_scores_gemma":[0.002084327,0.0003500541,0.0005517971,0.001649851,0.0005331744,0.003413403,0.002037592,0.001869224,0.4041764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001401305,"about_ca_system_score_gemma":0.001615037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003179188,"about_ca_topic_score_gemma":0.004695465,"domain_scores_codex":[0.999392,0.00005579284,0.000029476,0.0001330707,0.000330122,0.0000595351],"domain_scores_gemma":[0.9993507,0.0001010145,0.0000298866,0.00008041349,0.0003322577,0.0001057106],"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":[0.00001893933,0.0000391567,0.0001661877,0.0002245256,0.000002666113,0.0000529329,0.0002109731,0.0001430803,0.0003442106,0.03141708,0.8007936,0.1665867],"study_design_scores_gemma":[0.000001153229,0.00000513325,0.000111918,0.00008439841,8.266794e-7,0.00003123054,0.00004093507,0.00001621807,0.00003405255,0.002053365,0.9976186,0.000002211526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005035091,0.007055603,0.005556405,0.004950179,0.007848644,0.0001707136,0.004568942,0.001248437,0.9680974],"genre_scores_gemma":[0.001723338,0.004423505,0.002537481,0.00135871,0.001306247,0.00008468633,0.003283153,0.0003712468,0.9849117],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.459542,"threshold_uncertainty_score":0.6554809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002433332618221234,"score_gpt":0.165694805582471,"score_spread":0.1632614729642498,"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."}}