{"id":"W2018158260","doi":"10.5942/jawwa.2012.104.0006","title":"Low‐pressure UV/Cl<sub>2</sub> for advanced oxidation of taste and odor","year":2011,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Chemistry; Odor; Hydrogen peroxide; Trihalomethane; Chlorine; Geosmin; Peroxide; Quenching (fluorescence); Radical; Ultraviolet; Environmental chemistry; Photochemistry; Organic chemistry; Fluorescence; Materials science","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":[0.0001933973,0.0001506138,0.0002133921,0.00004145953,0.00009187008,0.00001680708,0.00009325086,0.00005702271,0.00007414915],"category_scores_gemma":[0.00004216316,0.0001236539,0.00005070387,0.0001505806,0.0001006608,0.0004866874,0.00007416094,0.00005863822,0.00005246731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002322871,"about_ca_system_score_gemma":0.000003602889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007759246,"about_ca_topic_score_gemma":0.0000426875,"domain_scores_codex":[0.9988454,0.00005868522,0.0002678326,0.000310591,0.0002279158,0.0002895503],"domain_scores_gemma":[0.9992849,0.00005978856,0.000382015,0.0001745014,0.00003489965,0.00006395436],"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":[0.0001429062,0.0001721956,0.08897513,0.00001715642,0.0000977098,6.247057e-7,0.002944983,0.001297178,0.7818402,0.00001987566,0.0002103092,0.1242817],"study_design_scores_gemma":[0.0006540668,0.0001828731,0.06089941,0.000021032,0.00006879377,4.698894e-7,0.0002490245,0.0002071886,0.9365814,0.000493547,0.0004677878,0.0001743759],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882363,0.00001400355,0.01074883,0.000158696,0.00007229866,0.0004483474,0.0000176966,0.00004162065,0.0002621691],"genre_scores_gemma":[0.9910498,0.00005232801,0.008334075,0.0001003181,0.00002046906,0.00009676128,0.00008642411,0.00002250639,0.0002373206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1547412,"threshold_uncertainty_score":0.5042458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00549159657409342,"score_gpt":0.1992772191370819,"score_spread":0.1937856225629885,"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."}}