{"id":"W2170218824","doi":"10.6000/1929-6037.2015.04.03.3","title":"Vapor Permeation of Aqueous Ethanol through Agarose-Sericin Membrane","year":2015,"lang":"en","type":"article","venue":"Journal of Membrane and Separation Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permeation; Membrane; Chemistry; Aqueous solution; Chromatography; Ethanol; Chemical engineering; Reverse osmosis; Agarose; Organic chemistry; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006154769,0.0001980313,0.0004936561,0.000316287,0.00007421774,0.00002145669,0.0003646851,0.0003791362,0.0002312042],"category_scores_gemma":[0.0004659623,0.0001672615,0.00007645521,0.0007091786,0.000462455,0.0006345355,0.0001238683,0.000339611,0.00005596558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101762,"about_ca_system_score_gemma":0.00005862087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003773278,"about_ca_topic_score_gemma":0.00002498136,"domain_scores_codex":[0.9980693,0.00008288777,0.0008675242,0.0002411279,0.0005095208,0.0002296002],"domain_scores_gemma":[0.9985045,0.00006670854,0.0008739107,0.0003214025,0.0001502851,0.0000831647],"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":[0.0002879599,0.0002124896,0.003157283,0.00005052644,0.00006537453,0.00004828879,0.001697086,0.003263293,0.9679704,0.002287776,0.003796632,0.01716293],"study_design_scores_gemma":[0.00158063,0.001164149,0.0004002718,0.00003402861,0.00006206423,0.0006535902,0.001317119,0.0014213,0.972388,0.007942685,0.01280293,0.0002332265],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869094,0.0006140682,0.003289026,0.002700008,0.0002267017,0.0002519283,0.000003330723,0.0001094117,0.005896161],"genre_scores_gemma":[0.9926127,0.0006349636,0.006012598,0.0001435435,0.00004051694,0.000007815163,0.000004199758,0.00001585086,0.0005278673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0169297,"threshold_uncertainty_score":0.6820726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02746078406333902,"score_gpt":0.2919342401276339,"score_spread":0.2644734560642948,"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."}}