{"id":"W3150010490","doi":"10.1002/app.50756","title":"Self‐doped sulfonated polyaniline ultrafiltration membranes with enhanced chlorine resistance and antifouling properties","year":2021,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Membrane; Biofouling; Ultrafiltration (renal); Sodium hypochlorite; Chemical engineering; Chlorine; Phase inversion; Humic acid; Polyaniline; Fouling; Hypochlorite; Materials science; Chemistry; Chromatography; Inorganic chemistry; Organic chemistry; Polymer; 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":[0.0002670023,0.0004646272,0.0002727154,0.0002543743,0.0001345611,0.0002507757,0.0002558246,0.0005985727,0.0003641527],"category_scores_gemma":[0.0002323339,0.0001588142,0.0003459959,0.0001915319,0.0001912742,0.0005570241,0.0002069964,0.0003443138,0.0001442548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003408333,"about_ca_system_score_gemma":0.0001729003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004018655,"about_ca_topic_score_gemma":0.0008180127,"domain_scores_codex":[0.999813,0.00002803056,0.000016963,0.00003738808,0.00006218479,0.00004239631],"domain_scores_gemma":[0.9998413,0.00002347754,0.00005473956,0.00001108967,0.00004712769,0.00002223258],"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":[0.00001059763,0.000006486724,0.00002553389,0.0000238355,0.000002026626,0.00001275945,0.000004511514,0.00003904005,0.9992538,0.00001981272,0.00000939504,0.0005922237],"study_design_scores_gemma":[0.000003145218,0.00006850244,0.0005487025,0.000001369516,0.000004682806,0.00004466283,0.000003639593,0.0004572165,0.9983973,0.000006609075,0.0004612567,0.000003051263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883908,0.001175016,0.009256831,0.00007947677,0.00002412436,0.0000271036,0.0001109396,0.0001320576,0.0008035766],"genre_scores_gemma":[0.9861464,0.0006802397,0.01143522,0.00004826855,0.00001382024,0.00002810581,0.0001472041,0.0000246596,0.001476061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005985727,"threshold_uncertainty_score":0.002472937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008798991847820634,"score_gpt":0.2090675519852552,"score_spread":0.2002685601374345,"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."}}