{"id":"W4415834658","doi":"10.1021/acsestwater.5c00526","title":"Photolysis at the Speed of Light: Chemical-Free Degradation of Trace Organic Contaminants by Bespoke Photolysis Using High-Intensity Ultraviolet C Light-Emitting Diodes","year":2025,"lang":"en","type":"article","venue":"ACS ES&T Water","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photodegradation; Photodissociation; Ultraviolet; Degradation (telecommunications); Absorbance; OLED; Kinetics; Light-emitting diode","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001216293,0.0002316537,0.0001018938,0.0001421938,0.00009916492,0.0002465347,0.0002073027,0.0002710148,0.0009958711],"category_scores_gemma":[0.0001880054,0.0001257052,0.0001553957,0.0001380148,0.0001807196,0.0002359688,0.0001649847,0.0003333658,0.0003247899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002878559,"about_ca_system_score_gemma":0.0001989973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004876886,"about_ca_topic_score_gemma":0.000585919,"domain_scores_codex":[0.9998697,0.00001275663,0.000005493511,0.00003894259,0.00005307695,0.00002007522],"domain_scores_gemma":[0.9999135,0.00002462056,0.00002499492,0.00001168802,0.00001783894,0.000007349671],"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":[0.00003579437,0.00001145682,0.0001118203,0.00002605758,0.000001434711,0.00001157035,0.000007959194,0.0001121085,0.9970381,0.00005664748,0.00003197556,0.002555056],"study_design_scores_gemma":[0.0000021735,0.00005423664,0.000413167,0.000001053512,0.000001600475,0.00002796785,0.000003845207,0.0004672435,0.9984784,0.000008690491,0.0005393783,0.000002427801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797788,0.001102737,0.01615032,0.00005784433,0.00002659808,0.00004176499,0.0001247877,0.0002184478,0.002498798],"genre_scores_gemma":[0.989126,0.0006767169,0.007150466,0.00003253942,0.000005928006,0.00002135557,0.000101653,0.00003085605,0.002854534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009958711,"threshold_uncertainty_score":0.003331542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007033556485273536,"score_gpt":0.2174976181052227,"score_spread":0.2104640616199492,"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."}}