{"id":"W4412701831","doi":"10.1021/acsomega.5c00096","title":"Mixed Matrix Membranes Containing Green Synthesized Poly(MBAAm-<i>co</i>-VSPI) Zwitterionic Nanoparticles for the Removal of Reactive Dyes","year":2025,"lang":"en","type":"article","venue":"ACS Omega","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Membrane; Nanoparticle; Chemical engineering; Matrix (chemical analysis); Materials science; Chemistry; Nanotechnology; Composite material; Engineering","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":[0.0003842642,0.0002455106,0.0004759119,0.00009640177,0.0002624103,0.00007196556,0.000469085,0.0001470563,0.00004829588],"category_scores_gemma":[0.0003920891,0.0001881361,0.0002154433,0.000213506,0.0002046027,0.0001799604,0.0001031107,0.0001146499,0.00001537981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001094156,"about_ca_system_score_gemma":0.0001586929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00051189,"about_ca_topic_score_gemma":0.00003768622,"domain_scores_codex":[0.9984547,0.00003770016,0.0005732005,0.0003415111,0.0002136872,0.0003792207],"domain_scores_gemma":[0.9971384,0.001668945,0.0003220533,0.0007013599,0.0001160723,0.00005313396],"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":[0.00058721,0.00006282585,0.0001333442,0.0002832142,0.0003602835,0.00000985742,0.0002914508,0.000002415386,0.9923915,0.002597322,0.0001363387,0.003144296],"study_design_scores_gemma":[0.001162516,0.00003107859,0.0002485502,0.0001434242,0.0003075309,0.00006048162,0.001327618,0.00005508339,0.9744875,0.0009804107,0.02101271,0.0001831013],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929872,0.001439818,0.00007150447,0.00115394,0.0003147284,0.0003320917,0.000150472,0.0001277561,0.003422463],"genre_scores_gemma":[0.9953362,0.00006192393,0.0003286402,0.0000671095,0.0001305817,0.0001861712,0.00003667532,0.00003939507,0.003813258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02087638,"threshold_uncertainty_score":0.7671967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204352853772838,"score_gpt":0.2822657192963483,"score_spread":0.2618304339190645,"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."}}