{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001063247,0.0002982687,0.0003212636,0.0002365769,0.0001749498,0.00004063857,0.000212775,0.0003164237,0.00002530554],"category_scores_gemma":[0.0001311048,0.0002150253,0.0000490642,0.0004141165,0.0003003819,0.0005362193,0.00003981141,0.0001722161,0.000003766459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174441,"about_ca_system_score_gemma":0.00002061127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009351564,"about_ca_topic_score_gemma":0.0001109576,"domain_scores_codex":[0.9986046,0.00001205868,0.0003087959,0.0005258942,0.0001180898,0.0004305622],"domain_scores_gemma":[0.9993682,0.0001787091,0.0000903766,0.0003239294,0.00001927628,0.00001954717],"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":[0.0003047317,0.00005830596,0.0004420444,0.0001066912,0.00002674385,4.609154e-7,0.0001382113,0.01476697,0.9409289,0.0002176229,0.000003137796,0.04300618],"study_design_scores_gemma":[0.00185936,0.0005540019,0.0001697365,0.00006193886,0.00004130416,0.000001357268,0.0007176541,0.01100268,0.9843516,0.0005818999,0.0003898762,0.0002685798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9160107,0.0003207565,0.07967912,0.001290676,0.00007988558,0.001689611,0.00001183616,0.0007679191,0.0001495246],"genre_scores_gemma":[0.9745098,0.0003156319,0.02361576,0.00003963875,0.000003346277,0.001145686,0.00006998715,0.00002268768,0.0002775059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05849908,"threshold_uncertainty_score":0.8768476,"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."}}