{"id":"W4411123062","doi":"10.1002/app.57407","title":"Investigating Performance Properties of Three New Types of <scp>UF</scp> Membranes for Carwash Sector Applications","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Ministry of Science and Higher Education of the Russian Federation","keywords":"Membrane; Chemical engineering; Materials science; Chemistry; Engineering; Biochemistry","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":[0.0002428908,0.0003713594,0.0001923777,0.0002904869,0.0001951552,0.0003693543,0.0002679974,0.0005469621,0.0005090364],"category_scores_gemma":[0.0002778343,0.0001316111,0.0003375808,0.000241176,0.0001543849,0.0004396474,0.0001815951,0.0003589653,0.0001730702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004134183,"about_ca_system_score_gemma":0.0002035451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009030388,"about_ca_topic_score_gemma":0.00122551,"domain_scores_codex":[0.9998659,0.00001102181,0.00001206265,0.00002463595,0.00005776991,0.00002863363],"domain_scores_gemma":[0.9998512,0.00002693255,0.00004305808,0.00001038303,0.00005055168,0.00001792593],"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":[0.0000223255,0.000007849091,0.0002312158,0.00004580485,0.000005103975,0.0000280434,0.00001065288,0.00008303415,0.9981866,0.00002786712,0.00002850822,0.001322897],"study_design_scores_gemma":[0.000003342392,0.00007774895,0.002886274,0.000003103176,0.00001262083,0.00009546016,0.00001644854,0.0007813566,0.9952982,0.000009201205,0.0008117837,0.000004560082],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960687,0.0007191768,0.002418432,0.00004193471,0.00001526043,0.00001218896,0.0001158209,0.00005325107,0.0005550844],"genre_scores_gemma":[0.9961047,0.0004216149,0.00269189,0.00002567094,0.000005395165,0.00001727715,0.0001231298,0.000008425116,0.0006020323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009030388,"threshold_uncertainty_score":0.002999544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02252685136732481,"score_gpt":0.2386408132798609,"score_spread":0.2161139619125361,"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."}}