{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002477425,0.0002864168,0.0004160869,0.0002836815,0.000308301,0.0003704076,0.0003429009,0.0005675948,0.001217776],"category_scores_gemma":[0.0003922982,0.0001234242,0.000456342,0.0002590624,0.0002965607,0.0004015951,0.0001564269,0.0003640028,0.0002162907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004274588,"about_ca_system_score_gemma":0.0003118469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003426128,"about_ca_topic_score_gemma":0.002656544,"domain_scores_codex":[0.9998044,0.0000253811,0.00001032305,0.00003865146,0.00007722765,0.00004392069],"domain_scores_gemma":[0.9997169,0.00009465471,0.00003973369,0.00002496621,0.0001027187,0.00002105785],"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":[0.0003203756,0.00003511626,0.0004033317,0.00008566974,0.00001221492,0.00005675118,0.00005024386,0.0001121619,0.9941753,0.0000449452,0.00003090927,0.004673104],"study_design_scores_gemma":[0.000006235011,0.0003773206,0.002408179,0.000003051747,0.00002013646,0.00008421224,0.0000451602,0.0005313299,0.9960411,0.00001251502,0.0004651921,0.000005429479],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952708,0.001953141,0.001531444,0.00004264397,0.00001254858,0.00001948661,0.00006841647,0.00002969656,0.00107181],"genre_scores_gemma":[0.9966606,0.0006991884,0.0009370539,0.00001748786,0.000005918805,0.000006479202,0.00006369246,0.000007127292,0.001602398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003426128,"threshold_uncertainty_score":0.006812394,"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."}}