{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002380579,0.0002506143,0.0004255459,0.00005457082,0.0001746701,0.00001891442,0.0004396536,0.0001058084,0.0006643078],"category_scores_gemma":[0.00007205428,0.0001545158,0.0001111548,0.0003144912,0.000186962,0.0002262105,0.0004179072,0.0001038215,0.00006975147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004292458,"about_ca_system_score_gemma":0.000008504294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007459124,"about_ca_topic_score_gemma":0.00009739837,"domain_scores_codex":[0.9982402,0.00006917807,0.0005388744,0.0004574727,0.0003681399,0.000326151],"domain_scores_gemma":[0.998844,0.00007302158,0.0002458072,0.0007328942,0.00005188436,0.00005238695],"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":[0.00007441702,0.0001355225,0.02187445,0.00001409796,0.00008282653,0.000002484152,0.0007365636,0.00008433403,0.975933,0.000002163561,0.0003829748,0.000677232],"study_design_scores_gemma":[0.0006673152,0.00002153662,0.002711197,0.00005085774,0.0002381496,0.000004773737,0.0001946884,0.0001399234,0.9952875,0.00008371232,0.0004355108,0.0001648651],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980268,0.00004476464,0.000537028,0.000781378,0.00007699624,0.0003333754,0.00004530386,0.00002319627,0.0001311048],"genre_scores_gemma":[0.9960696,0.00002097994,0.001061099,0.0001073708,0.000009075307,0.000009750609,0.00008128114,0.00002070838,0.002620175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01935453,"threshold_uncertainty_score":0.7273704,"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."}}