{"id":"W2207335040","doi":"10.1002/aic.15083","title":"Fault detection and isolation analysis and design for solution copolymerization of MMA and VAc process","year":2015,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Fault detection and isolation; Copolymer; Isolation (microbiology); Process (computing); Computer science; Materials science; Process engineering; Chemistry; Engineering; Organic chemistry; Artificial intelligence; Polymer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005672881,0.0005209938,0.0004923825,0.0003081858,0.0002338277,0.0005417521,0.0004188606,0.0006163645,0.0008988291],"category_scores_gemma":[0.001429385,0.00021988,0.0003719974,0.0001248113,0.0003597174,0.000406483,0.0003250442,0.0005193949,0.0001491635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005403025,"about_ca_system_score_gemma":0.0008680534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00246055,"about_ca_topic_score_gemma":0.001595733,"domain_scores_codex":[0.9996775,0.00005377222,0.00001795988,0.00008568995,0.0001222744,0.00004269147],"domain_scores_gemma":[0.9991442,0.0004016908,0.0002325737,0.0000413286,0.0001591474,0.0000209833],"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":[0.0006086586,0.0001465536,0.002510335,0.0004382227,0.00007393619,0.0002275062,0.0002269191,0.563567,0.2747755,0.007761174,0.0004326258,0.1492315],"study_design_scores_gemma":[0.00001046848,0.0001695367,0.0004199107,0.00000661697,0.00001364188,0.00002543142,0.00001026129,0.9715514,0.02686081,0.0005392542,0.0003872313,0.000005407896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09131949,0.00032882,0.9064746,0.0001086773,0.00002701672,0.0000482494,0.00001896341,0.0003233381,0.001350872],"genre_scores_gemma":[0.9682561,0.0001200687,0.03080681,0.00002436354,0.000008653252,0.00004644892,0.00002569411,0.0000136629,0.0006982428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00246055,"threshold_uncertainty_score":0.004892409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0160854643049705,"score_gpt":0.2412646924905653,"score_spread":0.2251792281855948,"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."}}