{"id":"W4407072233","doi":"10.1002/cjce.25622","title":"A novel water‐soluble nano‐additive incorporated to <scp>PPSU</scp> membrane for textile dye removal","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Porosity; Textile; Chemical engineering; Materials science; Nano-; Nanocomposite; Nanoparticle; Copolymer; Chemistry; Polymer; Composite material; Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007849737,0.0002784629,0.0002040023,0.0002207787,0.0001727403,0.000238176,0.0001577822,0.0003556983,0.0004640109],"category_scores_gemma":[0.0001055072,0.0001209584,0.0002579914,0.0001525225,0.0001287568,0.0003250228,0.0001758443,0.0002333838,0.0002285805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002105999,"about_ca_system_score_gemma":0.000190166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005959481,"about_ca_topic_score_gemma":0.001051783,"domain_scores_codex":[0.9999163,0.00001241979,0.000006081858,0.00001669651,0.00003431251,0.0000142102],"domain_scores_gemma":[0.9999532,0.00000815697,0.00001237167,0.000003463404,0.00001240433,0.00001043876],"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":[0.00001540136,0.000007322718,0.0000357474,0.00005238672,0.000003479533,0.00004223263,0.000004531953,0.00007376278,0.9984694,0.00004669291,0.00002169917,0.001227385],"study_design_scores_gemma":[0.000002001063,0.00005604521,0.0002988538,0.000002352581,0.00000853844,0.00005633448,0.000005600965,0.0007544956,0.9977155,0.00001154118,0.001086326,0.000002447667],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849291,0.002168961,0.0106056,0.0001620199,0.00005929448,0.00002773154,0.00008347416,0.0001844061,0.001779388],"genre_scores_gemma":[0.9911724,0.0009637902,0.005859665,0.00004905081,0.00001295292,0.0000135214,0.00005560624,0.0000132909,0.001859693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005959481,"threshold_uncertainty_score":0.001552284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008966037281763137,"score_gpt":0.2012100640431328,"score_spread":0.1922440267613696,"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."}}