{"id":"W4405925930","doi":"10.1016/j.ces.2024.121153","title":"Imperfect physics-guided neural networks","year":2024,"lang":"en","type":"article","venue":"Chemical Engineering Science","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island; Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Imperfect; Artificial neural network; Computer science; Statistical physics; Physics; Artificial intelligence; Philosophy","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":[0.0006271785,0.0004490021,0.0006681491,0.0004293732,0.0003915262,0.0008664684,0.001128417,0.001252362,0.001727858],"category_scores_gemma":[0.00478917,0.0003955833,0.0002638972,0.0003809224,0.001294113,0.001419446,0.001015068,0.0009117163,0.0002170478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001258821,"about_ca_system_score_gemma":0.0008409354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005742398,"about_ca_topic_score_gemma":0.006256108,"domain_scores_codex":[0.9997384,0.00006507568,0.00001169717,0.0000605041,0.00008154553,0.00004286031],"domain_scores_gemma":[0.9985697,0.0007861045,0.0001922313,0.0001833962,0.0002067972,0.00006168917],"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":[0.00008273572,0.00001924277,0.0004459635,0.0000490034,0.0000284085,0.00004247545,0.00002754909,0.918376,0.001764892,0.06036118,0.001094821,0.01770777],"study_design_scores_gemma":[0.000003768691,0.000005227696,0.00009848589,0.000002740296,0.00000274396,0.000005867016,0.000001648847,0.9825757,0.0002723337,0.01688629,0.0001422957,0.000003014789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1053622,0.0008364748,0.8749824,0.00148629,0.0002673863,0.0000368716,0.0001792649,0.0007694889,0.01607966],"genre_scores_gemma":[0.9650174,0.00020674,0.02952974,0.000211662,0.00006633288,0.00002806794,0.00009945408,0.00005835168,0.00478221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005742398,"threshold_uncertainty_score":0.01141793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006469714588796998,"score_gpt":0.2141385231263227,"score_spread":0.2076688085375257,"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."}}