{"id":"W4389705002","doi":"10.1016/j.cej.2023.148028","title":"Unveiling the impact of monomer reactivity on the morphology and functionality of thin-film composite membranes","year":2023,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Polyamide; Chemical engineering; Thin-film composite membrane; Contact angle; Methyl orange; Permeation; Fouling; Monomer; Polymer chemistry; Materials science; Chemistry; Chromatography; Polymer; Organic chemistry; Reverse osmosis; Catalysis; Biochemistry","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":[0.0002715168,0.0002000304,0.0001273696,0.0001179011,0.0001723767,0.0003310428,0.0001835322,0.000321435,0.0008644501],"category_scores_gemma":[0.0004368494,0.0001574011,0.0001495546,0.0001050056,0.0001995487,0.0003878342,0.0001288369,0.0005101967,0.0001457958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001604837,"about_ca_system_score_gemma":0.0001338849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004336208,"about_ca_topic_score_gemma":0.000672408,"domain_scores_codex":[0.9998893,0.00001788912,0.000005490879,0.00002163105,0.00004262813,0.00002309827],"domain_scores_gemma":[0.9997751,0.0001204159,0.00003957882,0.00001634839,0.0000362545,0.00001234321],"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":[0.00004193047,0.000009063353,0.0001592949,0.00001574283,0.000002951231,0.00002234068,0.00001490607,0.0001746698,0.9988682,0.00006871669,0.00000935051,0.0006128468],"study_design_scores_gemma":[0.000002836284,0.00007144974,0.0009395236,0.000001714243,0.000006260546,0.00002711362,0.00001824761,0.002378284,0.9962972,0.00004138038,0.0002126979,0.000003333822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974297,0.0002730259,0.001618728,0.00003558589,0.000007462259,0.000005243325,0.00002861501,0.00001498494,0.0005865417],"genre_scores_gemma":[0.9983589,0.0002254854,0.001043795,0.00002444841,0.000005344397,0.000004665415,0.00003173629,0.00001359087,0.0002920191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008644501,"threshold_uncertainty_score":0.002891839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01786415524414086,"score_gpt":0.2425605585792143,"score_spread":0.2246964033350734,"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."}}