{"id":"W2138003758","doi":"10.1002/app.22965","title":"Diffusion in elongated membranes","year":2005,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mesoscopic physics; Membrane; Elongation; Polymeric membrane; Materials science; Diffusion; Polymer; Polymer science; Polymer chemistry; Thermodynamics; Physics; Composite material; Chemistry; Ultimate tensile strength; Condensed matter physics","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":[0.0002955113,0.0003078557,0.0003704992,0.0002456424,0.0002992372,0.0005931567,0.0004594975,0.000778659,0.00117247],"category_scores_gemma":[0.0006268238,0.0001623985,0.0003798549,0.0001193948,0.0009241901,0.001051969,0.0006479134,0.0006228755,0.0002078918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000743298,"about_ca_system_score_gemma":0.0003213939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022834,"about_ca_topic_score_gemma":0.0003418067,"domain_scores_codex":[0.9998677,0.00002458522,0.000005926524,0.00004289019,0.00003696353,0.00002197647],"domain_scores_gemma":[0.9998401,0.00005479083,0.00003749986,0.00002138498,0.00002419317,0.00002190057],"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":[0.0002701512,0.00008171872,0.00100032,0.0001857804,0.00003005951,0.0005713204,0.0002927695,0.3269714,0.4477805,0.2131097,0.0008117567,0.008894521],"study_design_scores_gemma":[0.00009169239,0.0001549125,0.0005927848,0.00002091908,0.000009371641,0.0002220003,0.00004040401,0.949859,0.02340466,0.02313334,0.002434711,0.00003621823],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7811571,0.00203688,0.2046939,0.001337506,0.0002835302,0.00009090515,0.0001228976,0.0001665008,0.01011086],"genre_scores_gemma":[0.9842297,0.0009271119,0.008146634,0.0001623381,0.0000415556,0.00006942263,0.00005970075,0.00001693985,0.006346536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00117247,"threshold_uncertainty_score":0.005393028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005869855511026189,"score_gpt":0.2168061261338939,"score_spread":0.2109362706228677,"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."}}