{"id":"W2119952534","doi":"10.1081/ss-200068429","title":"Removal of Trace Water from Organic Mixtures by Pervaporation Separation During Butyl Acetate Production via Esterification","year":2005,"lang":"en","type":"article","venue":"Separation Science and Technology","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pervaporation; Chemistry; Acetic acid; Butyl acetate; Butanol; Membrane; Distillation; Ethanol; Azeotrope; Selectivity; Alcohol; Organic chemistry; Chromatography; Catalysis; Permeation; Solvent","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002034869,0.0004098899,0.0003234569,0.0001695476,0.0001542941,0.0003579123,0.000275925,0.0002689745,0.0003313747],"category_scores_gemma":[0.0002783193,0.000151537,0.000299588,0.0001408502,0.0002555514,0.0004065225,0.0002345586,0.0003820611,0.0002318002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002313751,"about_ca_system_score_gemma":0.0002367192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009118727,"about_ca_topic_score_gemma":0.001142178,"domain_scores_codex":[0.9998306,0.00002404234,0.00001090763,0.00002886074,0.00006380249,0.00004171922],"domain_scores_gemma":[0.9998784,0.00003135413,0.00003676964,0.00001194542,0.00002434348,0.00001726975],"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":[0.00001616546,0.000002676578,0.00005149681,0.0000167207,0.000002112322,0.000013708,0.000007157241,0.00004629463,0.9990939,0.00001258392,0.00000440535,0.0007328466],"study_design_scores_gemma":[0.000001244147,0.00002238009,0.0001319183,6.34259e-7,0.00000291194,0.00002099164,0.000004093297,0.0002281925,0.9993887,0.000006237797,0.0001915894,0.000001144279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874831,0.0006186395,0.01104548,0.00007279875,0.00001333275,0.0000154487,0.00005156689,0.00006661373,0.0006329424],"genre_scores_gemma":[0.9920706,0.0004733404,0.005762835,0.0000222654,0.00000614688,0.00000889933,0.0001038034,0.00003440554,0.001517689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009118727,"threshold_uncertainty_score":0.001813173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006950885287255048,"score_gpt":0.2407895820230332,"score_spread":0.2338386967357781,"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."}}