{"id":"W4386304971","doi":"10.1007/s10661-023-11619-6","title":"Full-scale multisampling and empirical modeling of DBPs in water and air of indoor pools","year":2023,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Université de Montréal","funders":"","keywords":"Environmental science; Environmental chemistry; Relative humidity; Chlorine; Ozone; Total organic carbon; Trihalomethane; Humidity; Chemistry; Environmental engineering; Water treatment; Meteorology","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":[0.0007947417,0.0005143861,0.0006154857,0.0002620474,0.0004905468,0.000656376,0.001062289,0.0009630398,0.0005822267],"category_scores_gemma":[0.00161583,0.0005282873,0.0009869721,0.0004102613,0.0004705857,0.0008960373,0.0004514015,0.0005901966,0.0001281191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001031832,"about_ca_system_score_gemma":0.0009625101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05203956,"about_ca_topic_score_gemma":0.02366429,"domain_scores_codex":[0.9997765,0.00005893468,0.00001186604,0.00007049335,0.00003782496,0.00004432683],"domain_scores_gemma":[0.9991529,0.0005137283,0.00007419495,0.0000934742,0.0001280935,0.00003765119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004586389,0.00008992208,0.005332941,0.00001977271,0.00002585989,0.00003222139,0.00002005304,0.9896601,0.001756025,0.0002747119,0.0001020707,0.002640416],"study_design_scores_gemma":[0.000003405428,0.000009518044,0.001021626,6.145495e-7,0.000004137027,0.000004045296,0.000006892163,0.9983283,0.000482943,0.0001080406,0.0000272922,0.00000313662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684463,0.0001462476,0.02961235,0.00009465851,0.00001463706,0.00003002344,0.0004342433,0.0001280024,0.001093472],"genre_scores_gemma":[0.995948,0.00004872994,0.003283005,0.00001538472,0.000005700882,0.0000193172,0.000233233,0.00001501584,0.0004317096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05203956,"threshold_uncertainty_score":0.1034733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380432191766225,"score_gpt":0.2902310084095196,"score_spread":0.2664266864918574,"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."}}