{"id":"W3043731610","doi":"10.1039/d0ew00316f","title":"UV/chlorine <i>vs.</i> UV/H<sub>2</sub>O<sub>2</sub> for water reuse at Orange County Water District, CA: a pilot study","year":2020,"lang":"en","type":"article","venue":"Environmental Science Water Research & Technology","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trojan Technologies (Canada); Western University","funders":"","keywords":"Reuse; Orange (colour); Chlorine; Environmental science; Chemistry; Waste management; Engineering","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.001916913,0.0006854424,0.0005551503,0.0004588701,0.002237186,0.0002566905,0.002139246,0.0002267748,0.0006995113],"category_scores_gemma":[0.00007880547,0.0004147695,0.0001440576,0.0009161911,0.004312385,0.00122129,0.006628933,0.000719727,0.009482946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002589401,"about_ca_system_score_gemma":0.00002300283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002549218,"about_ca_topic_score_gemma":0.0001750182,"domain_scores_codex":[0.9915454,0.0002140574,0.0006668395,0.00232182,0.002157158,0.003094738],"domain_scores_gemma":[0.9977323,0.00004585631,0.00007521269,0.001433388,0.00002828529,0.0006849896],"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":[0.0005437472,0.001539801,0.08969587,0.00001548947,0.00003864242,0.000129872,0.001169219,0.00008617927,0.904215,0.00000447835,0.001232478,0.001329205],"study_design_scores_gemma":[0.002310876,0.006135822,0.01265223,0.00000818486,0.00005087105,0.00006159511,0.0003982034,0.0001740067,0.9708589,0.0005240247,0.006201948,0.000623331],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906789,0.00002435133,0.00006253807,0.005162904,0.0001933007,0.00321956,0.0001063472,0.000312605,0.0002394775],"genre_scores_gemma":[0.9978007,0.00008625232,0.0000677227,0.0002322311,0.0001250521,0.001157558,0.0002312495,0.00008895722,0.0002102802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07704365,"threshold_uncertainty_score":0.9998304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236520307815999,"score_gpt":0.262125226149129,"score_spread":0.229760023070969,"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."}}