{"id":"W4317425089","doi":"10.3390/w15030398","title":"Advanced Oxidation Processes for Removal of Emerging Contaminants in Water","year":2023,"lang":"en","type":"article","venue":"Water","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Persulfate; Sewage treatment; Wastewater; Advanced oxidation process; Environmental science; Water treatment; Biochemical engineering; Computer science; Chemistry; Catalysis; Environmental engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001502662,0.001021831,0.0009212997,0.001336916,0.0007423087,0.003034615,0.0008314466,0.001394422,0.01643526],"category_scores_gemma":[0.001989584,0.0003403304,0.001065449,0.0008291606,0.0003708855,0.002766883,0.0008757689,0.001898231,0.004577272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005661373,"about_ca_system_score_gemma":0.001112159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001929385,"about_ca_topic_score_gemma":0.0003418165,"domain_scores_codex":[0.9988437,0.0001742497,0.0001281289,0.0001857024,0.0005626348,0.0001056084],"domain_scores_gemma":[0.9981919,0.0003663541,0.000244674,0.00007364612,0.0008812477,0.0002421906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003855892,0.0002992151,0.0004560415,0.00724757,0.0001794672,0.0004843207,0.0002265209,0.0006838506,0.07447854,0.005142383,0.6429565,0.2674601],"study_design_scores_gemma":[0.00002218447,0.0003036362,0.0005540021,0.0001976356,0.00005555711,0.0003337868,0.00006637867,0.0004646568,0.01157218,0.001417449,0.984992,0.00002060607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.008853471,0.2719621,0.008805722,0.01716204,0.6693693,0.0002490635,0.0004213869,0.0004818484,0.02269511],"genre_scores_gemma":[0.0480546,0.3316622,0.007685249,0.007920174,0.461117,0.0002093742,0.001115494,0.0004572713,0.1417786],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01643526,"threshold_uncertainty_score":0.05498147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01328566327420585,"score_gpt":0.2642846462578529,"score_spread":0.2509989829836471,"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."}}