{"id":"W4416263333","doi":"10.1016/j.jwpe.2025.109096","title":"Multifunctional PVDF mixed matrix membranes with vacancy-engineered CeO2–Ag/AgFeO2 nanostructures for visible-light photocatalytic water purification","year":2025,"lang":"en","type":"article","venue":"Journal of Water Process Engineering","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Bilimsel Araştırma Projeleri Birimi, İstanbul Teknik Üniversitesi; Istanbul Teknik Üniversitesi; Iran National Science Foundation","keywords":"Polyvinylidene fluoride; Nanocomposite; Membrane; Photocatalysis; Biofouling; Contact angle; Permeation; Portable water purification; Nanoparticle","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":[0.0001861586,0.0003732791,0.0002660648,0.0001724252,0.0001715352,0.0003168399,0.0002682336,0.0005215294,0.0007288799],"category_scores_gemma":[0.0001987754,0.0002094026,0.000277133,0.0001615312,0.0001359794,0.0005475899,0.0002325256,0.0004857771,0.0002748865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003008237,"about_ca_system_score_gemma":0.0001622581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005385811,"about_ca_topic_score_gemma":0.001292676,"domain_scores_codex":[0.9998721,0.00001235199,0.000008947262,0.00003259417,0.00003484636,0.00003914763],"domain_scores_gemma":[0.999922,0.0000150613,0.0000181814,0.000007581912,0.0000267299,0.00001036437],"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":[0.00003238764,0.000008105278,0.0000249734,0.00002513245,0.000003809454,0.00001885708,0.00000670823,0.00003996427,0.9990227,0.00004488486,0.00003071628,0.000741728],"study_design_scores_gemma":[0.000004637255,0.00002328988,0.0002459586,0.000001485456,0.000006765033,0.00003442119,0.000006094568,0.0005192587,0.9986156,0.00001118444,0.0005286586,0.0000025536],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834898,0.002055984,0.01235514,0.0001414662,0.00008703152,0.00002419405,0.0001712792,0.0002062715,0.001468918],"genre_scores_gemma":[0.9937037,0.000553049,0.00396182,0.00004676854,0.00001247298,0.00001687709,0.00009541454,0.00002573049,0.001584239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007288799,"threshold_uncertainty_score":0.002438307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005397940731505062,"score_gpt":0.2161983004482408,"score_spread":0.2108003597167357,"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."}}