{"id":"W3043183645","doi":"10.3390/pr8070867","title":"Special Issue: Application of Advanced Oxidation Processes","year":2020,"lang":"en","type":"article","venue":"Processes","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Toronto Metropolitan University","funders":"","keywords":"Computer science; Biochemical engineering; Risk analysis (engineering); Business; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002594655,0.000107967,0.0001145817,0.00001360516,0.00005105093,0.00001055954,0.0001638701,0.00002708744,0.001071742],"category_scores_gemma":[0.0002248471,0.00009754994,0.00001298867,0.000578302,0.00006904796,0.0004819306,0.00006190564,0.00003356567,0.0006220975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004361467,"about_ca_system_score_gemma":0.00002602017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009410537,"about_ca_topic_score_gemma":0.00002482683,"domain_scores_codex":[0.9991516,0.000008416435,0.0001966488,0.0002849305,0.0002383922,0.0001200439],"domain_scores_gemma":[0.9995829,0.00002999072,0.0001587545,0.0001095287,0.00005220271,0.00006660918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004780269,0.0008809179,0.0961444,0.005004679,0.00005002109,0.000004909655,0.01274848,0.03863825,0.1810379,0.0001022142,0.01331706,0.6515931],"study_design_scores_gemma":[0.00040629,0.0001222801,0.002288779,0.00001493494,0.00001815945,0.000001128555,0.0002404274,0.0001235368,0.5785897,0.0006595405,0.4173563,0.0001789235],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7370369,0.0007992773,0.1683255,0.009491233,0.0003131767,0.003128572,0.00006254086,0.000688697,0.08015417],"genre_scores_gemma":[0.986044,0.0001682849,0.01236209,0.000286371,0.0006674274,0.0001223709,0.00005350202,0.00001761419,0.0002783012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6514142,"threshold_uncertainty_score":0.9998414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009482639879249152,"score_gpt":0.2418455066556628,"score_spread":0.2323628667764137,"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."}}