{"id":"W3005084953","doi":"10.1016/j.cej.2020.124367","title":"Removal of toxic arsenic from aqueous media using polyphenylsulfone/cellulose acetate hollow fiber membranes containing zirconium oxide","year":2020,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Chemical Synthesis and Characterization","field":"Environmental Science","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Membrane; Cellulose acetate; Chemical engineering; Contact angle; Materials science; Crystallinity; Nuclear chemistry; Zirconium; Arsenic; Hollow fiber membrane; Aqueous solution; Chemistry; Organic chemistry; Composite material; Metallurgy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009606087,0.0002040749,0.0003333895,0.00002057083,0.00003467621,0.00004100657,0.0002559701,0.0001254589,0.001570109],"category_scores_gemma":[0.0002987989,0.0001934952,0.0001527833,0.0001664185,0.00006762955,0.0001830486,0.000124196,0.0003635786,0.00004395326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001292637,"about_ca_system_score_gemma":0.00001486166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002734259,"about_ca_topic_score_gemma":1.921941e-7,"domain_scores_codex":[0.9986421,0.00001678964,0.0004536742,0.0002508943,0.0003319482,0.000304575],"domain_scores_gemma":[0.999215,0.0001419224,0.0001803938,0.0001189694,0.00001204418,0.0003316618],"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":[0.00005840347,0.00002097771,0.0001045647,0.00001538897,0.00002784315,0.00007854414,0.0003352621,0.00416474,0.9930509,0.000001686382,0.00002117671,0.002120508],"study_design_scores_gemma":[0.0004572052,0.00001079512,0.00028191,0.00006970694,0.00004524588,0.0002136952,0.0000261127,0.05463754,0.9431909,0.00002423661,0.0008171947,0.0002254308],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944859,0.0002751916,0.004741956,0.0001865715,0.00009761251,0.000048897,0.00001078777,0.00004310757,0.0001100294],"genre_scores_gemma":[0.9815109,0.00002620382,0.01800034,0.0001084676,0.0002890117,9.961982e-7,0.00001221758,0.00003596111,0.00001583657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0504728,"threshold_uncertainty_score":0.9993426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01374720922612519,"score_gpt":0.1861194044634518,"score_spread":0.1723721952373266,"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."}}