{"id":"W4415872279","doi":"10.1021/acs.iecr.5c02759","title":"Hybrid Fusion Paradigm in Advanced Process Monitoring: A Panoramic Review and Future Perspectives","year":2025,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Process (computing); Software deployment; Scope (computer science); Work in process; Software; Sensor fusion","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":[0.002097279,0.0008828419,0.001227936,0.001989625,0.0003587316,0.002083448,0.001212099,0.0017354,0.00290627],"category_scores_gemma":[0.002789555,0.0004562011,0.001000061,0.002669998,0.0009513408,0.003657274,0.0009708183,0.001622136,0.0007482008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008588482,"about_ca_system_score_gemma":0.001700675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001549535,"about_ca_topic_score_gemma":0.001284139,"domain_scores_codex":[0.9994208,0.0001221722,0.00007489713,0.0001759395,0.0001563551,0.0000498559],"domain_scores_gemma":[0.9976988,0.001513829,0.0001908232,0.00006278451,0.0004668936,0.00006677172],"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":[0.0001246596,0.0001137178,0.001121952,0.02506643,0.000239616,0.0002328792,0.0002929723,0.004761947,0.002389387,0.0423381,0.01187937,0.9114389],"study_design_scores_gemma":[0.00003296385,0.0005308971,0.002827483,0.015065,0.0008924213,0.001793787,0.0006956815,0.01114238,0.004719135,0.05178536,0.9103385,0.0001763487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005990955,0.991818,0.004723459,0.0008765734,0.0002328038,0.000008901723,0.00001678789,0.00002317487,0.001701277],"genre_scores_gemma":[0.008417219,0.987815,0.002326386,0.0004313117,0.0004944378,0.00001831351,0.00003645162,0.00000801937,0.0004527986],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00290627,"threshold_uncertainty_score":0.01109159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349836419504684,"score_gpt":0.3214703147318294,"score_spread":0.2979719505367825,"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."}}