{"id":"W4368370738","doi":"10.1002/aws2.1340","title":"Treatability of 18 taste and odor compounds in drinking water using oxidation","year":2023,"lang":"en","type":"article","venue":"AWWA Water Science","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"American Water (Canada)","funders":"","keywords":"Permanganate; Chlorine; Chemistry; Geosmin; Odor; Hexanal; Ozone; Oxidizing agent; Environmental chemistry; Water treatment; Inorganic chemistry; Organic chemistry; Environmental engineering","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":[0.0002529583,0.0003474891,0.0001924369,0.0002045018,0.0002008107,0.0003212634,0.0001754206,0.0003878172,0.001034947],"category_scores_gemma":[0.0003259584,0.0001182907,0.0003805366,0.0001767377,0.0001996393,0.0002415235,0.0002527047,0.0002891451,0.0001477471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002288189,"about_ca_system_score_gemma":0.0002283823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001324707,"about_ca_topic_score_gemma":0.001757666,"domain_scores_codex":[0.9997396,0.00004830405,0.00001597764,0.00004443023,0.00008810477,0.00006359131],"domain_scores_gemma":[0.9998426,0.00003296259,0.00004077109,0.000008284128,0.00005210958,0.0000232521],"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":[0.0001444191,0.00002668626,0.001235752,0.00005752232,0.00001167393,0.00002658097,0.00003122949,0.00009723027,0.9954763,0.00001133262,0.00001700472,0.002864296],"study_design_scores_gemma":[0.00000860081,0.001513868,0.008543288,0.000008434133,0.00002806976,0.0000676479,0.00009710994,0.0003259948,0.9887411,0.00001737277,0.0006405486,0.000007946767],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983536,0.0002511641,0.0008098042,0.00001850746,0.000008465012,0.00002162511,0.00006652383,0.00001044768,0.0004599862],"genre_scores_gemma":[0.9968697,0.0003464213,0.001554047,0.00004005087,0.000003695743,0.00001673455,0.0001659339,0.000009998091,0.0009933672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001324707,"threshold_uncertainty_score":0.003462255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02788582785496679,"score_gpt":0.2585959384614309,"score_spread":0.2307101106064641,"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."}}