{"id":"W2611969489","doi":"10.1016/s1474-6670(17)31789-5","title":"Identifiability Analysis of a Liquid-Liquid Phase-Transfer Catalyzed Reaction System","year":2004,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Identifiability; Linearization; Applied mathematics; Algebraic number; Work (physics); Mathematics; Differential (mechanical device); Control theory (sociology); Phase (matter); Linear system; Biological system; Computer science; Nonlinear system; Thermodynamics; Chemistry; Mathematical analysis; Physics; Statistics; Artificial intelligence","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":[0.00302904,0.001229014,0.001733558,0.0009360527,0.0007048035,0.00239757,0.001490569,0.002515062,0.002843425],"category_scores_gemma":[0.008991002,0.0006925615,0.0009164115,0.0005328493,0.001995955,0.001623997,0.002216471,0.001847601,0.0004944352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00167542,"about_ca_system_score_gemma":0.00237698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005296483,"about_ca_topic_score_gemma":0.002001108,"domain_scores_codex":[0.9986682,0.000414107,0.00005590055,0.0004107797,0.0003230097,0.000127976],"domain_scores_gemma":[0.9943923,0.003827533,0.0008919235,0.0002327413,0.000554671,0.0001008545],"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":[0.0005761481,0.0002087197,0.001619864,0.0003127254,0.0001894279,0.0004721135,0.0002292235,0.8808882,0.02334075,0.07535646,0.0009659455,0.01584051],"study_design_scores_gemma":[0.00003391549,0.00005541466,0.0002334534,0.000006991825,0.0000198522,0.00002257966,0.00001272178,0.9885124,0.00338621,0.007503327,0.0001955282,0.00001760938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1076949,0.0003075781,0.8820207,0.0009193547,0.0000504735,0.0001538117,0.0004085468,0.0003205155,0.008124063],"genre_scores_gemma":[0.9779804,0.0001535624,0.01739325,0.00006391885,0.00002035994,0.0001697276,0.0002688777,0.00003375795,0.003916094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005296483,"threshold_uncertainty_score":0.01601923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006542096111168151,"score_gpt":0.228702683787003,"score_spread":0.2221605876758348,"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."}}