{"id":"W4392133790","doi":"10.1016/j.jes.2024.02.008","title":"Cotreatment strategy for hazardous arsenic-calcium residue and siderite tailings via arsenic fixation as scorodite","year":2024,"lang":"en","type":"article","venue":"Journal of Environmental Sciences","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Science Foundation of Liaoning Province; National Natural Science Foundation of China","keywords":"Siderite; Tailings; Arsenic; Chemistry; Materials science; Metallurgy; Pyrite","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":[0.00008852601,0.0003791327,0.0002940163,0.0003212546,0.0003236583,0.0002494268,0.0003429021,0.0003056279,0.001838436],"category_scores_gemma":[0.0001008365,0.0001164912,0.0004398754,0.0002037465,0.0001516317,0.0001815829,0.0003784779,0.000325713,0.0003699545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002970517,"about_ca_system_score_gemma":0.0005539971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003964277,"about_ca_topic_score_gemma":0.01476195,"domain_scores_codex":[0.9998933,0.00000522476,0.000005267074,0.00002976878,0.0000357194,0.00003064609],"domain_scores_gemma":[0.9999288,0.000004816324,0.00001588044,0.000006370725,0.0000294018,0.00001470485],"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":[0.0001323218,0.0000827392,0.0005844245,0.00006122593,0.00001288318,0.0001214059,0.00002476508,0.0002870356,0.9905591,0.0001198426,0.0001316077,0.007882676],"study_design_scores_gemma":[0.000009772986,0.0007127957,0.001948011,0.000006134038,0.00004762254,0.00009884902,0.00007215429,0.002342602,0.9921227,0.00004334481,0.002585273,0.00001058808],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992078,0.0003675111,0.005107878,0.00008040384,0.00005112841,0.0000719821,0.0000971417,0.0001413746,0.002004605],"genre_scores_gemma":[0.9863889,0.000482062,0.004953471,0.00006434856,0.000008065789,0.00003043312,0.0001116902,0.00001692697,0.007944013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003964277,"threshold_uncertainty_score":0.007882416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01968384732176093,"score_gpt":0.2745822682464844,"score_spread":0.2548984209247234,"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."}}