{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005667406,0.000102741,0.000166386,0.0002763638,0.00004819459,0.00002408271,0.0001218856,0.00003931933,0.0000801801],"category_scores_gemma":[0.000001376718,0.00007619031,0.00003150064,0.0002504688,0.0001212365,0.0002794021,0.000002135744,0.0001443661,0.000006294318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002187575,"about_ca_system_score_gemma":0.00005002968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003644022,"about_ca_topic_score_gemma":0.0000119357,"domain_scores_codex":[0.9990045,0.000005711388,0.0003544448,0.0001090743,0.0002883811,0.0002378491],"domain_scores_gemma":[0.9997047,0.000009868696,0.00003757202,0.00008810162,0.00002643452,0.0001333335],"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":[0.00003427938,0.00002039033,0.0006486698,0.00003283264,0.000006304663,0.00002630311,0.001583105,0.002339982,0.9929476,0.001352652,0.000008245578,0.0009996392],"study_design_scores_gemma":[0.0004948493,0.0000169665,0.002521658,0.00001205774,0.00001078098,0.0001094154,0.0001073726,0.0002982266,0.99543,0.0001514332,0.0007343948,0.0001128574],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920712,0.0005188032,0.0002883131,0.00005685658,0.0002203247,0.00005428814,5.173785e-7,0.00001608471,0.006773653],"genre_scores_gemma":[0.9995133,0.0001417219,0.0001638405,0.00009381447,0.00002447923,0.000001626183,3.642514e-7,0.000008937497,0.00005186621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007442191,"threshold_uncertainty_score":0.3106951,"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."}}