{"id":"W6958579468","doi":"10.6084/m9.figshare.c.2058782.v1","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":"Legal and Regulatory Analysis","field":"Social Sciences","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001112977,0.0001559257,0.0002874375,0.0001663202,0.00007778282,0.0000381028,0.0002297949,0.0001970128,0.09383847],"category_scores_gemma":[0.0005460289,0.0001217488,0.00004457101,0.0004351812,0.0000259681,0.00007664159,0.00006957258,0.000128956,0.0002283411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003211815,"about_ca_system_score_gemma":0.0005920882,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8937955,"about_ca_topic_score_gemma":0.9855398,"domain_scores_codex":[0.9986535,0.00009554079,0.0001946569,0.0002921937,0.0004899416,0.0002741427],"domain_scores_gemma":[0.9994425,0.00002035149,0.00009836449,0.000205544,0.000129475,0.0001037701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006831726,0.00002205003,0.00001453134,0.00009995545,0.0000290908,0.000003365812,0.002261725,0.00001466439,0.00006262819,0.000006112339,0.9969181,0.0005608837],"study_design_scores_gemma":[0.0001106637,0.000006995345,0.0001308623,0.0007385488,0.000009405679,7.15339e-8,0.0003522669,4.863836e-7,0.001349724,0.000004894207,0.9971136,0.0001824348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01017846,0.001348153,2.958957e-7,0.00221775,0.0009640228,0.00133727,0.09598666,0.0003171143,0.8876503],"genre_scores_gemma":[0.05897392,0.000002842936,0.000002167243,0.00001921627,0.0003751456,0.0000295336,0.02177839,0.00005308397,0.9187657],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09361012,"threshold_uncertainty_score":0.9069899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02827350297668565,"score_gpt":0.2601457848723527,"score_spread":0.231872281895667,"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."}}