{"id":"W6977307961","doi":"10.6084/m9.figshare.c.2058782","title":"Efficacy of Ozone to Reduce Chlorinated Disinfection By-Products in Quebec (Canada) Drinking Water Facilities","year":2015,"lang":"en","type":"other","venue":"Figshare","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ozone; Pollutant; Water pollution; Air pollution; Chlorine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001929267,0.0003276636,0.0002491551,0.0005335616,0.001619495,0.001202419,0.00152405,0.0008123561,0.006042351],"category_scores_gemma":[0.003820783,0.0001767583,0.0006358342,0.0006673339,0.0007088232,0.0003747049,0.0008934636,0.0007714454,0.00022367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04963887,"about_ca_system_score_gemma":0.08889109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9824921,"about_ca_topic_score_gemma":0.9917637,"domain_scores_codex":[0.998172,0.0004235348,0.00004261743,0.0001100386,0.0004805443,0.0007712962],"domain_scores_gemma":[0.9963624,0.0004124332,0.0002730737,0.00009379705,0.001427699,0.001430691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01262123,0.01286129,0.2618201,0.002290607,0.0007407975,0.0005270141,0.003354623,0.02263997,0.01406837,0.008326171,0.09692911,0.5638207],"study_design_scores_gemma":[0.001330788,0.006795906,0.9296822,0.000521075,0.0003445114,0.00004094834,0.004058108,0.004335934,0.005095236,0.0004034755,0.04730592,0.00008584724],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9382017,0.002606852,0.0003186703,0.008911469,0.0001443634,0.0007575789,0.002452714,0.000119697,0.04648699],"genre_scores_gemma":[0.9818617,0.0009309719,0.0004812925,0.001005769,0.00002430354,0.0001040472,0.0005937374,0.00001086314,0.0149873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04963887,"threshold_uncertainty_score":0.3601569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02513109321257037,"score_gpt":0.2424490225927523,"score_spread":0.2173179293801819,"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."}}