{"id":"W4403266127","doi":"10.1016/j.jhazmat.2024.136075","title":"Online control of UV and UV/H2O2 processes targeted for the removal of contaminants of emerging concern (CEC) by a fluorescence sensor","year":2024,"lang":"en","type":"article","venue":"Journal of Hazardous Materials","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"European Commission","keywords":"Fluorescence; Contamination; Environmental chemistry; Ultraviolet; Chemistry; Environmental science; Photochemistry; Materials science; Optoelectronics; Biology; Ecology; Physics; Optics","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":[0.0009402016,0.0001182128,0.0005333414,0.00004665026,0.00004569965,0.00003367095,0.0001975532,0.00004604904,0.00007568669],"category_scores_gemma":[0.0002896883,0.00007192387,0.00009638134,0.0001250192,0.0002197851,0.0001263482,0.00004308262,0.00005718199,8.566448e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002569237,"about_ca_system_score_gemma":0.00003493316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002716698,"about_ca_topic_score_gemma":0.000003270866,"domain_scores_codex":[0.9984648,0.0001003928,0.0008202796,0.000129449,0.0003316981,0.0001534147],"domain_scores_gemma":[0.9988062,0.0002730712,0.000641603,0.0001143042,0.0001194405,0.00004537467],"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":[0.0001847846,0.00007768701,0.0008289002,0.0004515971,0.0001711342,0.00001658155,0.0007042052,0.0001060915,0.9956127,0.00000457903,0.0003753861,0.001466372],"study_design_scores_gemma":[0.0006722258,0.0002467127,0.00135638,0.0004238216,0.0002876879,0.00007651406,0.0006278432,0.0002617949,0.9947329,0.0000742035,0.001151863,0.00008806987],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959719,0.002061994,0.0006439013,0.0004688523,0.0002925156,0.0001444758,0.0004065335,0.000005432669,0.000004463422],"genre_scores_gemma":[0.9984303,0.0003743705,0.0008901068,0.00001065269,0.0001274664,0.000002092938,0.00000295784,0.00001253216,0.0001495964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002458393,"threshold_uncertainty_score":0.293297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01843782451990538,"score_gpt":0.2753558261378164,"score_spread":0.256918001617911,"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."}}