{"id":"W2072699840","doi":"10.1016/j.memsci.2012.08.009","title":"A shortcut method for faster determination of permeability coefficient from time lag experiments","year":2012,"lang":"en","type":"article","venue":"Journal of Membrane Science","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Permeation; Thermal diffusivity; Permeability (electromagnetism); Extrapolation; Chemistry; Polymer; Diffusion; Steady state (chemistry); Membrane; Lag; Thermodynamics; Analytical Chemistry (journal); Chromatography; Mathematics; Physics; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001804283,0.0001006149,0.0002424319,0.0001572172,0.00005090078,0.00002078832,0.0002594467,0.00004128428,0.0001853243],"category_scores_gemma":[0.0000840209,0.00008315624,0.0001053235,0.000218716,0.00009726531,0.0005607383,0.000009974229,0.00008332929,0.000006156668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006013473,"about_ca_system_score_gemma":0.00005775056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002624681,"about_ca_topic_score_gemma":9.802286e-7,"domain_scores_codex":[0.9986866,0.00002961374,0.000492825,0.0001045579,0.0004599393,0.0002264555],"domain_scores_gemma":[0.9991965,0.0001133027,0.0001469609,0.0001566099,0.0002244176,0.0001622114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003612263,0.00008694525,0.0003000917,0.00003958809,0.000008919399,5.667879e-7,0.001940042,0.00419736,0.989034,0.000030689,0.00003478678,0.004290896],"study_design_scores_gemma":[0.0004553368,0.00007294167,0.002968244,0.00003456302,0.00002943165,0.00001597154,0.0001122808,0.1082055,0.8870728,0.00002289599,0.0009123008,0.00009778015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8110262,0.0001244197,0.1872178,0.00003548782,0.000601527,0.0001608323,0.00001219122,0.00001432323,0.0008071667],"genre_scores_gemma":[0.9536064,0.000008024646,0.04618243,0.00003292566,0.00009915515,0.000003336643,0.000001951184,0.000008955802,0.00005679891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1425802,"threshold_uncertainty_score":0.3391013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02347390581356759,"score_gpt":0.3141609623292356,"score_spread":0.2906870565156681,"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."}}