{"id":"W3215783632","doi":"10.1007/s10115-021-01625-w","title":"An integrated framework for diagnosing process faults with incomplete features","year":2021,"lang":"en","type":"article","venue":"Knowledge and Information Systems","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Missing data; Imputation (statistics); Pooling; Dimensionality reduction; Data mining; Computer science; Curse of dimensionality; Principal component analysis; Artificial intelligence; Pattern recognition (psychology); Machine learning","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":[0.001832564,0.001439441,0.00180958,0.002412881,0.0007669196,0.003424033,0.003193937,0.001815206,0.002147804],"category_scores_gemma":[0.003913322,0.0006666461,0.0019524,0.001493055,0.001178197,0.002879331,0.002486823,0.001498086,0.0006327327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001444648,"about_ca_system_score_gemma":0.003308793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01256253,"about_ca_topic_score_gemma":0.01625109,"domain_scores_codex":[0.9981062,0.0002435797,0.0001437358,0.0004614868,0.0008291673,0.0002157375],"domain_scores_gemma":[0.9981421,0.0006232063,0.0002096007,0.0003574064,0.0005616394,0.0001059952],"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":[0.0003790934,0.000349947,0.003040761,0.0004786885,0.0004768836,0.001335365,0.0004608022,0.56658,0.01847667,0.1162509,0.004107426,0.2880634],"study_design_scores_gemma":[0.00001980114,0.00005530245,0.0002704685,0.00003526701,0.0001076967,0.0001311614,0.00003994829,0.9616623,0.003574617,0.03147605,0.002604596,0.00002284276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002249019,0.0001076494,0.996077,0.00005703602,0.00001181231,0.00004063175,0.00007310173,0.0008953853,0.0004883186],"genre_scores_gemma":[0.1806758,0.0002392797,0.8168383,0.00008716534,0.00004767429,0.0001468591,0.0004441646,0.000122417,0.001398305],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01256253,"threshold_uncertainty_score":0.02497882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007338811282059134,"score_gpt":0.2464068347811218,"score_spread":0.2390680234990627,"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."}}