{"id":"W4392246320","doi":"10.1016/j.cej.2024.149496","title":"A comparative study on the degradation of carbamazepine by UV laser/chlorine and UV laser/PS processes: Performance and mechanisms","year":2024,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Key Research and Development Program of China; Shanghai Rising-Star Program; National Natural Science Foundation of China","keywords":"Radical; Chemistry; Chlorine; Photochemistry; Ultraviolet; Laser; Reaction rate constant; Advanced oxidation process; Kinetics; Organic chemistry; Materials science","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":[0.0001080194,0.0001175483,0.0001194712,0.00002245325,0.00004765841,0.00003867704,0.00007258768,0.00002061662,0.00003504899],"category_scores_gemma":[0.00002669442,0.00007586703,0.00001229488,0.0001399618,0.00003813821,0.0001791345,0.00005166198,0.0001733337,0.000005604672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008234087,"about_ca_system_score_gemma":0.000005791339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002561227,"about_ca_topic_score_gemma":3.754928e-7,"domain_scores_codex":[0.9993901,0.000008278116,0.0001512301,0.0001497935,0.000187411,0.0001131353],"domain_scores_gemma":[0.9997435,0.00007232447,0.00003696903,0.00006876179,0.000009969465,0.00006851491],"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":[0.00007965025,0.0003725816,0.002654434,0.0001693138,0.0001547868,0.00002269424,0.00354769,0.02043182,0.9694496,0.0000911517,0.000501042,0.002525178],"study_design_scores_gemma":[0.0004892912,0.0003114554,0.001395482,0.0001323946,0.00003738708,0.00006754779,0.0003630787,0.04129432,0.9553854,0.0001000706,0.0002718604,0.0001516699],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889715,0.00008944037,0.01052784,0.0001613101,0.00003766474,0.0001473994,0.000005726282,0.00002273264,0.00003637099],"genre_scores_gemma":[0.9980131,0.00005075556,0.001771374,0.00001170344,0.00001805344,0.00001800356,0.000004141028,0.000009537281,0.0001033151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0208625,"threshold_uncertainty_score":0.3093768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085128099162723,"score_gpt":0.2215907198530414,"score_spread":0.2107394388614141,"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."}}