{"id":"W1968321881","doi":"10.1002/aic.10202","title":"Identifiability study of a liquid–liquid phase‐transfer catalyzed reaction system","year":2004,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Identifiability; Phase (matter); Applied mathematics; Bromide; Chemistry; Nonlinear system; Algebraic equation; Differential (mechanical device); Mathematics; Thermodynamics; Physics; Organic chemistry","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":[0.003681392,0.0007690598,0.001458306,0.0008076413,0.000693497,0.001282355,0.001011113,0.001770125,0.001622417],"category_scores_gemma":[0.01249183,0.0005717782,0.001050516,0.0003367368,0.001988744,0.001526735,0.001576607,0.00173826,0.0001858325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001490511,"about_ca_system_score_gemma":0.001696725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003598995,"about_ca_topic_score_gemma":0.001377166,"domain_scores_codex":[0.9986313,0.000498705,0.0000756504,0.0003773002,0.0002898865,0.0001271384],"domain_scores_gemma":[0.9898628,0.007591676,0.001232262,0.0005950342,0.0005753752,0.00014282],"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":[0.0001978231,0.0001251484,0.001700046,0.00008828411,0.00007882455,0.0003327002,0.000223481,0.9427248,0.01182017,0.03544417,0.0002223994,0.007042145],"study_design_scores_gemma":[0.00001700456,0.00003693311,0.0001420034,0.000003300145,0.000007488105,0.00001443205,0.0000114553,0.9912304,0.002254781,0.006188714,0.00008500738,0.000008501366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2788989,0.0001334164,0.7159528,0.0006585115,0.00002167143,0.0001575169,0.0001670513,0.0002353941,0.003774726],"genre_scores_gemma":[0.9756793,0.00004771029,0.02308341,0.00002978978,0.000006122585,0.0001489945,0.0001187871,0.00001215309,0.0008736365],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003681392,"threshold_uncertainty_score":0.01946932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07880221277208306,"score_gpt":0.3926940673018043,"score_spread":0.3138918545297212,"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."}}