{"id":"W4294233564","doi":"10.3390/w14172718","title":"Water Cleaning Adsorptive Membranes for Efficient Removal of Heavy Metals and Metalloids","year":2022,"lang":"en","type":"article","venue":"Water","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Membrane; Adsorption; Incineration; Heavy metals; Metalloid; Membrane technology; Waste management; Water treatment; Process engineering; Environmental science; Materials science; Chemistry; Environmental engineering; Metal; Environmental chemistry; Engineering; Metallurgy; Organic chemistry","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":[0.000414031,0.0007148444,0.0005373352,0.001060109,0.0003453335,0.0006438055,0.0004894954,0.0008526882,0.001225196],"category_scores_gemma":[0.000314488,0.0002877923,0.0007134152,0.0007433964,0.0002938249,0.0009879208,0.0005803588,0.0008070694,0.0008360871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005274802,"about_ca_system_score_gemma":0.000421461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004877511,"about_ca_topic_score_gemma":0.0009302899,"domain_scores_codex":[0.9995209,0.00006287207,0.00003709909,0.0000712478,0.0002539051,0.00005403618],"domain_scores_gemma":[0.9998951,0.00002897692,0.00002541523,0.00000597602,0.00003658875,0.000007956086],"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":[0.00005525784,0.00006979491,0.000383677,0.006504888,0.0001291917,0.0003826334,0.0001331745,0.0009179769,0.8650028,0.004993689,0.002602937,0.1188239],"study_design_scores_gemma":[0.00001107822,0.000246234,0.001400152,0.000310995,0.0001079294,0.0007797297,0.0001217011,0.002252363,0.8466232,0.001148963,0.1469637,0.00003397366],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1769103,0.6592147,0.1324014,0.002760679,0.001468413,0.0002774807,0.0007725679,0.0007519678,0.02544242],"genre_scores_gemma":[0.4682714,0.4519523,0.05637056,0.001209004,0.0005509033,0.0002096584,0.0006500005,0.000091861,0.0206943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001225196,"threshold_uncertainty_score":0.004098713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01630229355669248,"score_gpt":0.2337032479454217,"score_spread":0.2174009543887292,"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."}}