{"id":"W3175322868","doi":"10.1016/j.mineng.2021.107032","title":"Kinetics and mechanisms of arsenic and sulfur release from crystalline orpiment","year":2021,"lang":"en","type":"article","venue":"Minerals Engineering","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Arsenic; Chemistry; Arsenate; Sulfur; Inorganic chemistry; Leaching (pedology); Thiosulfate; Environmental chemistry; Nuclear chemistry; Organic chemistry; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00003643378,0.00006543416,0.00008421465,0.00001367598,0.00001172508,0.000008124545,0.00002324935,0.00002634532,0.0002987035],"category_scores_gemma":[0.00003783188,0.00006868092,0.00001151871,0.00006885108,0.00001591512,0.00004880287,0.00007103942,0.0000333322,0.000002544214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001763284,"about_ca_system_score_gemma":0.000002174278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000471745,"about_ca_topic_score_gemma":0.00003493468,"domain_scores_codex":[0.9995728,0.000007572035,0.0001219779,0.0001320982,0.00009046915,0.00007513374],"domain_scores_gemma":[0.9998037,0.00002765787,0.00002621074,0.00008104886,0.000007988991,0.00005339856],"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":[0.000001182266,0.00001332063,0.0001488477,0.00000661907,0.000005042529,0.000006372981,0.0001015767,0.002815163,0.9941311,0.0009651612,0.00005525828,0.001750358],"study_design_scores_gemma":[0.0007066409,0.00005395423,0.02456894,0.00005067149,0.00003614709,0.00001879018,0.0001198594,0.09529441,0.8722721,0.0008323591,0.005809885,0.000236272],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503289,0.000149274,0.0489077,0.0001870726,0.00003114029,0.0000459473,0.000008273951,0.00001592095,0.0003256935],"genre_scores_gemma":[0.9873435,0.00005401257,0.01168406,0.00004797508,0.00001167466,0.000002878223,0.00001734203,0.000007134956,0.0008313705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.121859,"threshold_uncertainty_score":0.3270594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005168713677877862,"score_gpt":0.1774600715024218,"score_spread":0.1722913578245439,"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."}}