{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001251318,0.00008664557,0.0001070192,0.00005458349,0.00003993399,0.000006008606,0.00008084548,0.00002619759,0.0002127077],"category_scores_gemma":[0.00001641432,0.0000519599,0.00001997988,0.0001183609,0.00003388945,0.000304533,0.00007272739,0.0000207661,0.0003703318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006911521,"about_ca_system_score_gemma":0.00000225273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000266193,"about_ca_topic_score_gemma":0.0000790354,"domain_scores_codex":[0.9992054,0.00001224412,0.000196596,0.0002086283,0.0001100369,0.0002671466],"domain_scores_gemma":[0.9998047,0.00001626084,0.00002702606,0.0001177628,0.00001178621,0.00002246849],"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":[0.00006447858,0.00004767027,0.01236036,0.00005437372,0.000005125912,0.00001308899,0.002864082,0.006683257,0.9671561,0.000007012084,0.00006656083,0.01067787],"study_design_scores_gemma":[0.0006992919,0.00004337212,0.009639979,0.00001694573,0.000004310675,0.000002935963,0.0001138773,0.0001981729,0.9775285,0.00115893,0.01050069,0.00009304124],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979429,0.000004369776,0.0009259035,0.0003929452,0.00006308319,0.0003490586,0.000003675539,0.00003946262,0.0002785583],"genre_scores_gemma":[0.9940209,0.0000101814,0.002672249,0.00002751351,0.000008719621,0.0001109132,0.000123227,0.00001405211,0.003012252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01058483,"threshold_uncertainty_score":0.475999,"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."}}