{"id":"W4294351057","doi":"10.1177/23978473221122880","title":"Micropollutant transformation and toxicity: Electrochemical ozonation versus biological metabolism","year":2022,"lang":"en","type":"article","venue":"Toxicology Research and Application","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Universiteit Stellenbosch","keywords":"Environmental chemistry; Chemistry; Ozone; Pollutant; Toxicity; Biofilm; Degradation (telecommunications); Nitrate; Water treatment; Environmental engineering; Environmental science; Bacteria; Organic chemistry; 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":[0.0005203359,0.00007395731,0.0000879168,0.00003703954,0.0004652733,0.00001595019,0.0001041291,0.0000553977,0.0005916555],"category_scores_gemma":[0.0000236242,0.00006503507,0.00001303133,0.0002000004,0.0005459857,0.00009470167,0.0002514126,0.0002989311,0.00004496423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039971,"about_ca_system_score_gemma":0.000005519364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001697003,"about_ca_topic_score_gemma":0.000005644938,"domain_scores_codex":[0.9989331,0.000136639,0.000117365,0.0002667361,0.0002406847,0.0003054206],"domain_scores_gemma":[0.9996535,0.0001037729,0.00002359936,0.00007475728,0.000003295354,0.0001410916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002052613,0.0001503933,0.0005605028,0.000002288216,0.000004525857,7.674575e-7,0.00008129726,0.000003873934,0.9782069,0.002282324,0.00007009597,0.01843177],"study_design_scores_gemma":[0.002637471,0.001804706,0.07653669,0.000001924134,0.00002018564,0.0001086029,0.0005414839,0.006157568,0.8323044,0.01672607,0.06281029,0.0003505791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938212,0.0001560544,0.0005911063,0.002913174,0.00001790766,0.0003485165,0.000009628428,0.00002036003,0.002122048],"genre_scores_gemma":[0.9991196,0.0002852092,0.0001576517,0.0002544588,0.00002098957,0.00007439924,0.00002572618,0.000004662778,0.00005724555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1459025,"threshold_uncertainty_score":0.6478212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0595997336254827,"score_gpt":0.3578113400045629,"score_spread":0.2982116063790802,"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."}}