{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004123631,0.0001328468,0.0001364542,0.00008041698,0.00002484977,0.00001419573,0.0001540067,0.00008291897,0.2727844],"category_scores_gemma":[0.0003413055,0.0001024891,0.00001300939,0.0003305984,0.00001089489,0.00008572003,0.0001087017,0.0001047637,0.0009723275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005275837,"about_ca_system_score_gemma":0.0001489652,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5727227,"about_ca_topic_score_gemma":0.7883607,"domain_scores_codex":[0.9990547,0.000009454042,0.0001910416,0.0002431156,0.0003216458,0.0001800712],"domain_scores_gemma":[0.9996203,0.00001064977,0.00007691788,0.0002087995,0.00003136518,0.00005202236],"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":[0.000002779242,0.00003442598,0.00008776934,0.00004023723,0.000004193852,3.820002e-7,0.0001586256,0.00003974192,0.0004579434,0.000002432542,0.9984073,0.0007641632],"study_design_scores_gemma":[0.00008865484,0.00001115599,0.005720819,0.0003906628,0.000001236763,3.311762e-7,0.00004857028,0.000001085409,0.002996845,0.000007077321,0.9905919,0.0001416288],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03870646,0.0001309353,7.148574e-7,0.001417988,0.00056329,0.001198055,0.1035633,0.0001016679,0.8543177],"genre_scores_gemma":[0.03406381,0.000001187479,0.00002460635,0.00006052532,0.0001068827,0.00009512356,0.0861034,0.00006947598,0.879475],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2718121,"threshold_uncertainty_score":0.9998055,"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."}}