{"id":"W2507872542","doi":"10.1007/s11270-016-3000-2","title":"Persulfate Interaction with Tropical Soils","year":2016,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Persulfate; Dissolution; Kaolinite; Chemistry; Environmental remediation; Soil water; Environmental chemistry; Sodium persulfate; Gibbsite; Clay minerals; Inorganic chemistry; Mineralogy; Contamination; Nuclear chemistry; Geology; Soil science; Catalysis; Organic chemistry","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":[0.0003476993,0.0003071226,0.0003388142,0.0004479209,0.0007165751,0.0008216865,0.0003625704,0.0004698179,0.005733747],"category_scores_gemma":[0.0004814354,0.0001934392,0.0003258717,0.0003565967,0.000309548,0.0003177559,0.0005501547,0.0003326537,0.0005295807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000639547,"about_ca_system_score_gemma":0.0007723619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01716091,"about_ca_topic_score_gemma":0.01365525,"domain_scores_codex":[0.9995849,0.0001059674,0.00001907732,0.00007805439,0.00005375647,0.0001582995],"domain_scores_gemma":[0.9995926,0.0001394818,0.00006348138,0.00002508398,0.00009040854,0.00008893027],"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":[0.004718327,0.0001225165,0.007637901,0.0003660623,0.00007673472,0.0004281339,0.0006217161,0.0004285461,0.9769567,0.0002862333,0.0002833671,0.008073735],"study_design_scores_gemma":[0.0001560537,0.002084021,0.06104299,0.00005550313,0.0001299558,0.0005886671,0.002899343,0.001376332,0.920517,0.0003318782,0.01078265,0.00003559959],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955372,0.0005452377,0.0001696485,0.0001218155,0.00001288356,0.00001220499,0.0001857154,0.00001392176,0.003401371],"genre_scores_gemma":[0.9953156,0.0004026016,0.000283992,0.00006552728,0.00001156313,0.000007771046,0.0001229847,0.00001577051,0.003774228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01716091,"threshold_uncertainty_score":0.03412199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00617817837025848,"score_gpt":0.1988620979401493,"score_spread":0.1926839195698908,"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."}}