{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003172981,0.00006414014,0.0001308635,0.0001657079,0.0000710297,0.00004429161,0.00001539556,0.00006103007,0.000001084196],"category_scores_gemma":[0.00005038058,0.00005992346,0.00002076944,0.0001912345,0.00001398626,0.0002074916,0.000002823763,0.00005849799,1.287058e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002305827,"about_ca_system_score_gemma":0.00001036638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001669079,"about_ca_topic_score_gemma":0.00004069546,"domain_scores_codex":[0.9995527,0.00003541487,0.0001852078,0.00006667902,0.00008525125,0.00007474767],"domain_scores_gemma":[0.9996823,0.00002833421,0.00008330794,0.00003186546,0.0001032292,0.00007096143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005427232,0.00003186796,0.01166197,0.0003167901,0.001052059,9.67675e-7,0.00400743,0.09825831,0.6913759,0.00002301043,0.0001493506,0.1925797],"study_design_scores_gemma":[0.0007727562,0.0001405913,0.003419434,0.00001131093,0.0002067027,0.00004928428,0.0003333041,0.9736248,0.02113172,0.0001620512,0.00007673707,0.0000712592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3685858,0.0007394054,0.6304429,0.00002113246,0.00008090199,0.00009423077,0.000001148754,0.00001892298,0.00001553017],"genre_scores_gemma":[0.9992096,0.00008658991,0.0005979483,0.000005191251,0.00006812176,0.000009248407,0.000001213865,0.000007862871,0.00001425148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8753665,"threshold_uncertainty_score":0.2443608,"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."}}