{"id":"W3093584437","doi":"10.1002/aws2.1193","title":"Persistent contaminants of emerging concern in ozone‐biofiltration systems: Analysis from multiple studies","year":2020,"lang":"en","type":"article","venue":"AWWA Water Science","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"Water Research Foundation","keywords":"Filtration (mathematics); Ozone; Environmental science; Reuse; Benchmark (surveying); Biofilter; Contamination; Biochemical engineering; Environmental engineering; Computer science; Waste management; Chemistry; Engineering; Mathematics; Statistics; Ecology; Biology","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":[0.0002228296,0.00009906387,0.0002150268,0.00007649084,0.0001134084,0.00003857424,0.0001835418,0.00002169169,0.00007688037],"category_scores_gemma":[0.00002936789,0.00006654503,0.00006899136,0.0007329558,0.0003238104,0.0004955394,0.0001400391,0.00003333559,0.00008540827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329741,"about_ca_system_score_gemma":0.000006364815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00494232,"about_ca_topic_score_gemma":0.0005574403,"domain_scores_codex":[0.9987879,0.00003999061,0.0002444034,0.0003762579,0.0003328343,0.0002186475],"domain_scores_gemma":[0.9996788,0.00002477028,0.0000675765,0.0001400174,0.00001917399,0.00006964982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000112273,0.00003381966,0.8411653,0.000005428995,0.00005753017,0.000003626668,0.01703417,0.01068314,0.1308244,0.000002285788,0.00001073304,0.0001683608],"study_design_scores_gemma":[0.001086306,0.0002881375,0.580512,0.00003680884,0.0004236255,0.000001067473,0.01549537,0.1026228,0.2990481,0.00003215038,0.0001168417,0.0003368016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989246,0.0001117062,0.0002547491,0.0002086926,0.0001183906,0.0001476409,0.000006098115,0.00001748995,0.0002106011],"genre_scores_gemma":[0.9997615,0.00001565313,0.0001086359,0.0000374578,0.00001439739,0.00001083821,0.000009929862,0.000002937974,0.00003862018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2606533,"threshold_uncertainty_score":0.7471341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04699970016053445,"score_gpt":0.2634285213588153,"score_spread":0.2164288211982808,"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."}}