{"id":"W7115597313","doi":"10.1002/pat.70475","title":"Cellulose Acetate Ultrafiltration Membranes Engineered With Copper‐Based Metal Organic Frameworks for Enhanced Filtration and Antifouling Performance in Water Treatment","year":2025,"lang":"en","type":"article","venue":"Polymers for Advanced Technologies","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Council of Scientific and Industrial Research, India","keywords":"Membrane; Cellulose acetate; Ultrafiltration (renal); Contact angle; Biofouling; Permeation; Filtration (mathematics); Humic acid; Cellulose","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":[0.0001411985,0.0003254393,0.0002839765,0.0001928638,0.000169288,0.0002677885,0.0002072124,0.0003192106,0.0002874873],"category_scores_gemma":[0.0001459689,0.0001243294,0.0002752702,0.0001714693,0.000142949,0.0003108513,0.0001202095,0.0002887994,0.0001119729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000469996,"about_ca_system_score_gemma":0.0001802882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002230322,"about_ca_topic_score_gemma":0.003833112,"domain_scores_codex":[0.9999045,0.000009172553,0.000005564995,0.00001684424,0.00003479632,0.00002906188],"domain_scores_gemma":[0.9999361,0.000008529296,0.00002046761,0.000004378629,0.00001742623,0.00001308545],"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":[0.00002279635,0.000007792069,0.00006589174,0.00002483708,0.000004297985,0.00002211425,0.000005486109,0.00006675983,0.9990634,0.00001575932,0.00001011126,0.0006907955],"study_design_scores_gemma":[0.000002389126,0.00005026,0.001347899,0.00000212794,0.000007972576,0.00004624801,0.000008600669,0.0005625745,0.9975436,0.000005189967,0.0004192336,0.000003769449],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995423,0.001248705,0.002709708,0.00003526626,0.00001990682,0.000009941151,0.00008604279,0.00006215637,0.0004052571],"genre_scores_gemma":[0.9950024,0.000609686,0.003418145,0.00001943539,0.000004692683,0.000009662761,0.00007779311,0.0000109125,0.0008472651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002230322,"threshold_uncertainty_score":0.004434705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006983991143885816,"score_gpt":0.229250243919419,"score_spread":0.2222662527755332,"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."}}