{"id":"W2750389095","doi":"10.11159/ffhmt17.175","title":"Partial Immobilization and Non-Instantaneous Equilibrium Models for Gas Membrane Transport Mechanism","year":2017,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Partial equilibrium; Mechanism (biology); Chemistry; Thermodynamics; Mechanics; Economics; General equilibrium theory; Physics; Microeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001608523,0.0002176446,0.000248883,0.00006613928,0.0001240836,0.0001147277,0.0003641201,0.000111328,0.0000507822],"category_scores_gemma":[0.000007865821,0.0001800001,0.00009450173,0.00002725964,0.00009946818,0.000435499,0.00001119424,0.0001137194,8.396746e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001884813,"about_ca_system_score_gemma":0.00002363747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001153703,"about_ca_topic_score_gemma":0.00001369844,"domain_scores_codex":[0.9989269,0.000001926198,0.0003180921,0.0002714274,0.0002869258,0.0001947226],"domain_scores_gemma":[0.9995368,0.00001452377,0.00002318825,0.000122423,0.0002165366,0.0000865222],"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":[0.0003360924,0.00002962986,0.0001111746,0.0002867149,0.00007797882,9.410721e-7,0.0005776246,0.001693094,0.8826743,0.1137565,0.00003205412,0.0004238327],"study_design_scores_gemma":[0.001022671,0.00008047914,0.00008527929,0.0001359434,0.00005633793,0.000008930632,0.00005699855,0.539849,0.4518946,0.006452271,0.0001704775,0.000186893],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558887,0.00002855511,0.02148889,0.00122525,0.0006166957,0.0007124834,0.0001532438,0.0000767171,0.01980941],"genre_scores_gemma":[0.9986567,0.0004999537,0.0004009749,0.00007331296,0.00008098388,0.00006597752,0.00001998585,0.0000299183,0.0001721915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.538156,"threshold_uncertainty_score":0.7340193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504875628049895,"score_gpt":0.2382003283342533,"score_spread":0.2131515720537543,"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."}}