{"id":"W1781764661","doi":"10.6000/1929-6037.2015.04.03.1","title":"Development of Ag/GO Incorporated onto PES Membrane with Improved Anti-Fouling Property","year":2015,"lang":"en","type":"article","venue":"Journal of Membrane and Separation Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Science and Technology, Ministry of Science and Technology, India; Mintek","keywords":"Membrane; Fouling; Chemistry; Chemical engineering; Materials science; Engineering; Biochemistry","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":[0.00009144219,0.0003449916,0.0002144661,0.0003336072,0.0001504585,0.0002239538,0.0002448019,0.0005609067,0.0005511942],"category_scores_gemma":[0.000142312,0.0001516148,0.000352183,0.0002108909,0.0001091898,0.0003517141,0.0001933748,0.0003251983,0.0002599132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791555,"about_ca_system_score_gemma":0.0001432682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005637782,"about_ca_topic_score_gemma":0.001131567,"domain_scores_codex":[0.9999301,0.0000066311,0.00000542475,0.00001462389,0.00002703881,0.00001603139],"domain_scores_gemma":[0.9999535,0.000005444681,0.00001013502,0.000003685173,0.00001634613,0.0000109054],"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":[0.00001533698,0.000009296344,0.00003455875,0.00002989043,0.000003148605,0.00005186315,0.000004964015,0.00004643533,0.9987471,0.00002994521,0.00001420526,0.00101327],"study_design_scores_gemma":[0.000003161605,0.0000753741,0.0005747894,0.000002366551,0.000009402442,0.00007625233,0.00000966493,0.0005129981,0.9978775,0.00001173192,0.0008432435,0.000003487381],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990888,0.001248257,0.005764063,0.0001295025,0.00004631097,0.00003379032,0.0001599345,0.0001385655,0.001591637],"genre_scores_gemma":[0.9805617,0.001266894,0.01499896,0.000065185,0.00001160817,0.00003013751,0.0002487054,0.00002628876,0.002790565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005637782,"threshold_uncertainty_score":0.001843929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02483619759466437,"score_gpt":0.2579293574550061,"score_spread":0.2330931598603417,"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."}}