{"id":"W4386258457","doi":"10.1016/j.memsci.2023.122034","title":"Novel lignosulfonated polyester membranes with remarkable permeability and antifouling characteristics","year":2023,"lang":"en","type":"article","venue":"Journal of Membrane Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Interfacial polymerization; Polyamide; Polyester; Nanofiltration; Thin-film composite membrane; Reverse osmosis; Chemical engineering; Polymer chemistry; Chemistry; Monomer; Chromatography; Materials science; Polymer; Organic chemistry","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":[0.0001426481,0.0003968902,0.000180517,0.0001451163,0.0001394243,0.0002803566,0.0002330118,0.0004967215,0.0004157196],"category_scores_gemma":[0.0001551965,0.0001494859,0.0002078821,0.0001578423,0.0001348047,0.0004791412,0.0002350195,0.0004336189,0.0002512807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001500695,"about_ca_system_score_gemma":0.0001391101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002150544,"about_ca_topic_score_gemma":0.000490214,"domain_scores_codex":[0.9999304,0.000008130362,0.000005652681,0.00001030037,0.00002019921,0.00002544911],"domain_scores_gemma":[0.9999166,0.00001043055,0.00002279324,0.00000890773,0.00001825664,0.00002307741],"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":[0.00004305843,0.00001518938,0.00004949571,0.00003943794,0.000004525644,0.0000907619,0.00001488465,0.00007733409,0.9974257,0.0001261179,0.00005055198,0.0020629],"study_design_scores_gemma":[0.000005939033,0.00009082129,0.0005682473,0.000002135348,0.000007058832,0.0001861663,0.00001071094,0.0005187574,0.9971164,0.00003407017,0.001454312,0.000005385026],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880166,0.00158815,0.007964806,0.0001576007,0.00006551886,0.00001921552,0.0001065995,0.000145348,0.001936161],"genre_scores_gemma":[0.9916902,0.0007907592,0.00396693,0.00007994195,0.00001713829,0.00001847587,0.0001429201,0.00001639851,0.003277293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004967215,"threshold_uncertainty_score":0.001390696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01707979462967248,"score_gpt":0.2506086536407044,"score_spread":0.233528859011032,"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."}}