{"id":"W4409751759","doi":"10.1016/j.jenvman.2025.125409","title":"Systematic review of various activation methods of sulfate radical precursor for the degradation of PFAS in aquatic environments","year":2025,"lang":"en","type":"review","venue":"Journal of Environmental Management","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Maragheh University of Medical Sciences","keywords":"Degradation (telecommunications); Sulfate; Environmental science; Environmental chemistry; Environmental protection; Chemistry; Environmental planning; Computer science; Organic chemistry; Telecommunications","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":[0.002224708,0.0015115,0.004474997,0.006004606,0.0003781839,0.001362934,0.001501538,0.001202261,0.003394424],"category_scores_gemma":[0.004253658,0.0006001642,0.004457163,0.005121656,0.000457268,0.001259398,0.0009043166,0.0006921445,0.0003236218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000920886,"about_ca_system_score_gemma":0.004531648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004351223,"about_ca_topic_score_gemma":0.01243219,"domain_scores_codex":[0.9988306,0.0002497823,0.000386114,0.0001389336,0.0003337774,0.00006076451],"domain_scores_gemma":[0.9972639,0.001551934,0.0006519186,0.00006078241,0.0004117432,0.00005969626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002951812,0.00006983143,0.0003391976,0.7628036,0.004997728,0.0002173493,0.0001480593,0.0003662544,0.002677102,0.0004562448,0.003717173,0.2239122],"study_design_scores_gemma":[0.0004861416,0.002317275,0.01152381,0.4440519,0.1049637,0.001832623,0.0005701733,0.0004091884,0.00600542,0.001159022,0.4264539,0.0002268191],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006612063,0.9987105,0.0001231357,0.00005997473,0.00004824375,0.00005205877,0.0001322041,0.000005125467,0.0002075954],"genre_scores_gemma":[0.002783017,0.9964377,0.0003964101,0.0001041639,0.0000220346,0.00003494144,0.00008742164,0.000001710144,0.0001326642],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006004606,"threshold_uncertainty_score":0.01176554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0206053709581071,"score_gpt":0.3331940150194148,"score_spread":0.3125886440613077,"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."}}