{"id":"W4391250433","doi":"10.1002/9781119825920.ch12","title":"FAULT DIAGNOSTIC APPLICATION IMPLEMENTATION AND SUSTAINABILITY","year":2024,"lang":"en","type":"other","venue":"","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Honeywell (Canada)","funders":"","keywords":"Sustainability; Process (computing); Fault (geology); Computer science; Process management; Software; Spectrum analyzer; Software engineering; Term (time); Risk analysis (engineering); Systems engineering; Engineering; Business; Operating system; Telecommunications; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.002274951,0.0003315994,0.0002023375,0.0007850316,0.0004226517,0.002379784,0.0009707689,0.0005770433,0.01619262],"category_scores_gemma":[0.006237327,0.0002108471,0.0001639753,0.0003921694,0.0004219673,0.002011752,0.001131289,0.0007361093,0.005025366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084013,"about_ca_system_score_gemma":0.00153729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002160913,"about_ca_topic_score_gemma":0.003091468,"domain_scores_codex":[0.9970012,0.0006366349,0.00008495656,0.0002214603,0.0018782,0.0001774522],"domain_scores_gemma":[0.9977946,0.0005866651,0.00008214164,0.0003345259,0.001130979,0.00007108779],"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":[0.00004981881,0.0002175465,0.001964191,0.0002582803,0.000008377056,0.0001879043,0.000869824,0.00608645,0.01673839,0.05054516,0.03251994,0.8905541],"study_design_scores_gemma":[0.00002586884,0.000266098,0.004950464,0.0005061825,0.00002852055,0.0007521042,0.00115528,0.05711006,0.07144962,0.02221575,0.8414839,0.00005624446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0599815,0.001308353,0.3009308,0.005326396,0.0003537528,0.0004115357,0.000357165,0.0263183,0.6050122],"genre_scores_gemma":[0.4997304,0.003663134,0.278027,0.001772627,0.0001247768,0.0003466597,0.001136307,0.004069499,0.2111295],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01619262,"threshold_uncertainty_score":0.05416971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00294288021857596,"score_gpt":0.2509689887321739,"score_spread":0.2480261085135979,"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."}}