{"id":"W4408167829","doi":"10.3390/pr13030784","title":"Evaluation of Electrocatalytic Ozonation Process for Hydroxyl Radical Production","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydroxyl radical; Chemistry; Process (computing); Production (economics); Pulp and paper industry; Organic chemistry; Radical; Computer science; Engineering","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":[0.00105962,0.00006036827,0.00008983458,0.00005233237,0.00007696495,0.00001088199,0.0001013683,0.00002982533,0.00002658058],"category_scores_gemma":[0.001213611,0.00005365788,0.00002473822,0.0005614549,0.00005832714,0.0001699658,0.00001446067,0.00003099606,0.000006268963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000106525,"about_ca_system_score_gemma":0.0000882958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000288455,"about_ca_topic_score_gemma":0.000008994616,"domain_scores_codex":[0.9990214,0.00003486568,0.0001662935,0.0002116969,0.0004622248,0.000103571],"domain_scores_gemma":[0.9996076,0.00003209807,0.00007477831,0.00009502238,0.0001748401,0.00001564215],"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":[0.0003538402,0.002528776,0.08251248,0.01289785,0.0006268376,3.14236e-7,0.006486825,0.1128227,0.444031,0.0003792177,0.004209872,0.3331503],"study_design_scores_gemma":[0.0002455111,0.00003746587,0.001097167,0.00005747584,0.0003172585,4.42999e-7,0.0001021143,0.007759309,0.9677719,0.02190011,0.0006254111,0.00008582856],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935788,0.0003117541,0.003977297,0.0007731204,0.00009167937,0.0003575937,0.000001457985,0.00003619538,0.00087211],"genre_scores_gemma":[0.9992013,0.00001373877,0.0001434358,0.000008470418,0.00004615221,0.0001397777,0.00001349658,0.000003885543,0.0004297225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5237409,"threshold_uncertainty_score":0.2188105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.040665823231195,"score_gpt":0.3443414161122531,"score_spread":0.3036755928810581,"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."}}