{"id":"W2774125070","doi":"10.1002/cjce.23110","title":"Understanding membrane selectivity in pervaporation of water‐rich water:ethanol mixtures","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pervaporation; Membrane; Polydimethylsiloxane; Polyacrylamide; Selectivity; Chemistry; Permeation; Chemical engineering; Ethanol; Chromatography; Grafting; Organic chemistry; Polymer; Polymer chemistry; Catalysis; 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":[0.0003742817,0.0001120881,0.0002111114,0.0001482111,0.00007147355,0.00005692469,0.0002734863,0.00008385448,0.00003692537],"category_scores_gemma":[0.00004238393,0.00007310876,0.00005875458,0.00004704466,0.00004347593,0.0002017366,0.000004907415,0.000319742,0.000001443097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002025135,"about_ca_system_score_gemma":0.00005907255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000304855,"about_ca_topic_score_gemma":0.0009367804,"domain_scores_codex":[0.9992343,0.00000896587,0.0003021694,0.00005818805,0.0001380088,0.0002584205],"domain_scores_gemma":[0.9995696,0.00002121904,0.00004267627,0.0001643318,0.00004322012,0.0001589418],"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":[0.000006952777,0.000002798508,0.0003252152,0.00007597249,0.00002859919,0.00002095278,0.001052885,0.1527828,0.8455339,0.0001015414,0.00002232771,0.00004603638],"study_design_scores_gemma":[0.000268944,0.000009507229,0.000239778,0.00006606651,0.00001426152,0.00003528367,0.00001003967,0.0174638,0.9815463,0.0001434737,0.0001042712,0.00009822103],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973593,0.00006377272,0.001295275,0.0004419432,0.0002486177,0.00006031971,0.000002319715,0.00001243102,0.0005159889],"genre_scores_gemma":[0.999795,0.000005625071,0.00006955847,0.000009544829,0.00008690727,0.000001144355,0.000003231805,0.00001851938,0.00001051449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1360124,"threshold_uncertainty_score":0.2981289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03158520336679682,"score_gpt":0.2128804432075221,"score_spread":0.1812952398407253,"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."}}