{"id":"W4318477990","doi":"10.3390/catal13020284","title":"Pervaporation Membrane-Catalytic Reactors for Isoamyl Acetate Production","year":2023,"lang":"en","type":"article","venue":"Catalysts","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Universidad Nacional de Colombia, Sede Manizales; Universidad Nacional de Colombia; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS)","keywords":"Pervaporation; Isoamyl acetate; Isoamyl alcohol; Membrane reactor; Chemistry; Chemical engineering; Membrane; Trickle-bed reactor; Plug flow reactor model; Catalysis; Butyl acetate; Chromatography; Continuous stirred-tank reactor; Organic chemistry; Ethyl acetate; Permeation; Solvent; Alcohol","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":[0.0003201948,0.0004451406,0.0004165152,0.0001622058,0.0002459452,0.000431663,0.0006497685,0.0003805734,0.0005538841],"category_scores_gemma":[0.0003049114,0.0002479654,0.0005865569,0.0002109018,0.0002100589,0.0003385228,0.0002786538,0.0005230889,0.0002533901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005686737,"about_ca_system_score_gemma":0.000566204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001353366,"about_ca_topic_score_gemma":0.001472786,"domain_scores_codex":[0.9997814,0.00005203801,0.00001032529,0.00004440574,0.00008863198,0.00002311098],"domain_scores_gemma":[0.999926,0.0000345842,0.00001620818,0.000006262387,0.0000117482,0.000005197973],"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":[0.0001857307,0.0001312965,0.001147086,0.0005956059,0.00005432238,0.0001226849,0.0000609887,0.1646937,0.7978261,0.00236557,0.0001238601,0.03269314],"study_design_scores_gemma":[0.00006852189,0.0006723198,0.002144956,0.00002235823,0.00007468589,0.0002120016,0.000059686,0.3901536,0.5989768,0.001076294,0.00650134,0.00003740458],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6717969,0.001971086,0.3217648,0.0001184983,0.00003704481,0.0001031264,0.0001423794,0.0005304282,0.00353566],"genre_scores_gemma":[0.9603274,0.0006159708,0.03793956,0.00001135712,0.000004225149,0.00006169102,0.00008415822,0.00001993412,0.000935631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001353366,"threshold_uncertainty_score":0.004126012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02762062197103145,"score_gpt":0.2499370002233161,"score_spread":0.2223163782522846,"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."}}