{"id":"W2082497781","doi":"10.1016/s1001-0742(07)60131-4","title":"Oxidation of As(III) by potassium permanganate","year":2007,"lang":"en","type":"article","venue":"Journal of Environmental Sciences","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":67,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Potassium permanganate; Chemistry; Redox; Permanganate; Inorganic chemistry; Adsorption; Potassium; Manganese; Nuclear chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001103188,0.0000709615,0.000100096,0.00005502584,0.0001083644,0.00001149908,0.0002166542,0.00003458498,0.002795035],"category_scores_gemma":[0.00002207372,0.00005703672,0.00005830115,0.0001434943,0.0004858293,0.000494441,0.00005766556,0.00007261897,0.00006023191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444283,"about_ca_system_score_gemma":0.000009545926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003977449,"about_ca_topic_score_gemma":0.00001496591,"domain_scores_codex":[0.9987043,0.00002810519,0.0003730904,0.0001107146,0.0006365196,0.0001472327],"domain_scores_gemma":[0.999367,0.00004532465,0.0004343309,0.00005777977,0.000003339276,0.00009220666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001807039,0.0001103408,0.02953951,0.000001035186,0.000004878518,0.000004377275,0.0004932028,0.0000533887,0.9332632,0.00008396507,0.001549314,0.03487875],"study_design_scores_gemma":[0.0008909157,0.0007191676,0.5072778,0.00001667054,0.00002557939,0.000108148,0.002868856,0.0001480156,0.4731087,0.0004770742,0.01417551,0.0001834998],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856502,0.00005773802,0.0007578632,0.0002170109,0.00009545808,0.00005477888,0.000001886658,0.000002687979,0.01316241],"genre_scores_gemma":[0.9984763,0.00005559916,0.0004910193,0.0001516026,0.0000230953,2.605969e-7,0.000001566602,0.000003096039,0.0007975182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4777383,"threshold_uncertainty_score":0.9981166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004997891829439294,"score_gpt":0.2293574350524251,"score_spread":0.2243595432229858,"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."}}