{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006179435,0.00008230198,0.00009449056,0.0001170534,0.0001576846,0.0000526818,0.000119436,0.00002246488,0.0001327413],"category_scores_gemma":[0.000005637151,0.00004936178,0.00001653041,0.0003901455,0.00043713,0.0007563957,0.0002681903,0.00003082705,0.0001093727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001066524,"about_ca_system_score_gemma":0.000004634359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001385546,"about_ca_topic_score_gemma":0.0001431151,"domain_scores_codex":[0.9989637,0.00002844476,0.0001585413,0.0003121762,0.0002383901,0.0002987474],"domain_scores_gemma":[0.9997523,0.00001132569,0.00002066829,0.0001636141,0.000007055452,0.0000450748],"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":[0.000003638487,0.00001954774,0.4441831,0.000003147624,6.299067e-7,0.000001469725,0.001419674,0.000345186,0.5535982,0.000002518848,0.000003183951,0.0004197288],"study_design_scores_gemma":[0.0001896074,0.00003022244,0.3708338,0.000007652773,0.000004702021,0.000003722688,0.00007368984,0.003322003,0.6248139,0.0006207649,0.00003013255,0.00006978009],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988266,0.000001509094,0.0000545975,0.00007101479,0.00008158398,0.0001138982,6.199421e-7,0.00002837379,0.0008218423],"genre_scores_gemma":[0.999594,0.000001889257,0.0002772796,0.000009775362,0.000006970912,0.000004091067,0.000008623634,0.000003848749,0.00009350557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07334931,"threshold_uncertainty_score":0.2094541,"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."}}