{"id":"W4391606799","doi":"10.1002/cjce.25206","title":"A review of Faisal Khan's contribution to process monitoring","year":2024,"lang":"en","type":"review","venue":"The Canadian Journal of Chemical Engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Workforce; Key (lock); Root cause; Dissemination; Library science; Computer science; Political science; Process management; Engineering; Operations management; Computer security; Telecommunications; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002278341,0.0006530617,0.001180987,0.006218191,0.0005225726,0.001564515,0.0008916248,0.001400547,0.003085151],"category_scores_gemma":[0.006572056,0.0004684326,0.0007265865,0.00677505,0.0006205524,0.002046029,0.0008154615,0.001511637,0.00109755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039754,"about_ca_system_score_gemma":0.003412156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002590158,"about_ca_topic_score_gemma":0.003010558,"domain_scores_codex":[0.9988385,0.0002528125,0.0002380223,0.0001783761,0.0004274501,0.00006491784],"domain_scores_gemma":[0.9939301,0.003587523,0.0005445803,0.0001028566,0.001658233,0.0001767666],"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":[0.00007368569,0.00007398566,0.000376263,0.07298787,0.0001975975,0.0002928669,0.0003992657,0.0003402988,0.001114969,0.0056813,0.04806161,0.8704002],"study_design_scores_gemma":[0.00001035602,0.00009840239,0.001189549,0.01997019,0.0002294619,0.0008154667,0.0001867657,0.00007476292,0.0005129804,0.00107057,0.9758106,0.00003085324],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001022152,0.9984107,0.00008294696,0.0005789718,0.0002742707,0.00000455849,0.00001146436,0.000003379735,0.0005314891],"genre_scores_gemma":[0.001111098,0.997907,0.0001531947,0.0003301928,0.0002470535,0.000005792356,0.00001527423,0.000001459288,0.0002288894],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006218191,"threshold_uncertainty_score":0.0120492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01327464468246251,"score_gpt":0.270303005027735,"score_spread":0.2570283603452724,"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."}}