{"id":"W2998535546","doi":"10.1016/j.watres.2019.115432","title":"GAC to BAC: Does it make chloraminated drinking water safer?","year":2020,"lang":"en","type":"article","venue":"Water Research","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"University of South Carolina; Water Research Foundation","keywords":"Chloramination; Chemistry; Chloramine; Haloacetic acids; Chlorine; Environmental chemistry; Dichloroacetic acid; Trihalomethane; Water treatment; Acetic acid; 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":[0.001923652,0.0005826559,0.0007738933,0.0006615408,0.0007842447,0.002874088,0.001191765,0.003888353,0.03200726],"category_scores_gemma":[0.004043186,0.0002553512,0.0009673937,0.0005575625,0.002384811,0.002332516,0.0007680426,0.002667988,0.004349193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002193526,"about_ca_system_score_gemma":0.004649872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02588639,"about_ca_topic_score_gemma":0.027774,"domain_scores_codex":[0.9986676,0.0002977205,0.00005317922,0.0002396494,0.0004372854,0.0003045966],"domain_scores_gemma":[0.9986229,0.0002732894,0.0001744786,0.00008968198,0.0006283604,0.0002112446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00696236,0.001803392,0.01085913,0.003575484,0.0005218948,0.0009616339,0.000882471,0.0007880774,0.06811577,0.03636872,0.1155199,0.7536412],"study_design_scores_gemma":[0.001205282,0.006997606,0.02791416,0.002782281,0.001274798,0.002444496,0.004936596,0.001464543,0.07352097,0.02102,0.8561425,0.0002968524],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.337984,0.1939882,0.005567244,0.2993014,0.02019729,0.0004254765,0.001112202,0.0009440954,0.1404802],"genre_scores_gemma":[0.7160864,0.09140625,0.0058313,0.1108904,0.003241281,0.0001786672,0.0005759699,0.0002782044,0.07151163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03200726,"threshold_uncertainty_score":0.1070749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05151154677039146,"score_gpt":0.3110686046881528,"score_spread":0.2595570579177613,"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."}}