{"id":"W2117608210","doi":"10.1002/app.11731","title":"Water vapor sorption and transport in dense polyimide membranes","year":2003,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Québec Metro High Tech Park (Canada); University of Ottawa; Université Laval","funders":"","keywords":"Polyimide; Sorption; Water vapor; Permeation; Pyromellitic dianhydride; Diffusion; Membrane; Fick's laws of diffusion; Water transport; Polymer chemistry; Materials science; Chemical engineering; Permeability (electromagnetism); Vapour pressure of water; Chemistry; Analytical Chemistry (journal); Thermodynamics; Organic chemistry; Adsorption; Water flow; Environmental engineering","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":[0.0002481014,0.0004783826,0.0002467148,0.0003082164,0.0002359558,0.0002504997,0.0002169369,0.0001828984,0.0009015035],"category_scores_gemma":[0.0003552731,0.0002155068,0.0001985441,0.0002652392,0.0002897818,0.0005606432,0.0002876129,0.0003764675,0.0001737624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005218216,"about_ca_system_score_gemma":0.0001919447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001768673,"about_ca_topic_score_gemma":0.001321868,"domain_scores_codex":[0.9998181,0.00001620009,0.000007642938,0.00003987749,0.00008382306,0.00003443206],"domain_scores_gemma":[0.9997883,0.00006335011,0.00006077169,0.00002201784,0.00004076969,0.00002481261],"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":[0.00002772676,0.000007470975,0.0001281469,0.00002511394,0.000002006336,0.0000134132,0.00001860355,0.00019138,0.9981919,0.00004994475,0.000007816906,0.001336416],"study_design_scores_gemma":[0.000008348843,0.0001444939,0.00297392,0.000004150681,0.000006524448,0.00004924237,0.00002498788,0.001887072,0.9942759,0.00005919667,0.0005606638,0.000005522566],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952977,0.0003199431,0.00352133,0.00001539526,0.000003175092,0.00001476208,0.00008181849,0.00003121109,0.0007146381],"genre_scores_gemma":[0.9954602,0.000426674,0.002803419,0.000008250879,0.000005069634,0.00002224629,0.0001571979,0.00001265252,0.001104197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001768673,"threshold_uncertainty_score":0.003786087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007785780115902051,"score_gpt":0.2094359074672044,"score_spread":0.2016501273513024,"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."}}