{"id":"W2111785156","doi":"10.1021/es200676z","title":"Processing of Arsenopyritic Gold Concentrates by Partial Bio-Oxidation Followed by Bioreduction","year":2011,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Barrick Gold (Canada)","funders":"Barrick Gold Corporation","keywords":"Sulfur; Chemistry; Pyrite; Hydrogen sulfide; Arsenopyrite; Sulfide minerals; Sulfide; Environmental chemistry; Tailings; Inorganic chemistry; Mineralogy; Copper; Organic chemistry; Chalcopyrite","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":[0.0001246365,0.00009761108,0.0000962764,0.0001409741,0.00008607544,0.00001274427,0.0001769054,0.00009274214,0.0001030422],"category_scores_gemma":[0.000008960429,0.00009302338,0.00001927813,0.0003722974,0.0008062785,0.0003406394,0.00002891918,0.0001153204,0.00002575039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009525664,"about_ca_system_score_gemma":0.000007095818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008161733,"about_ca_topic_score_gemma":4.553807e-7,"domain_scores_codex":[0.9992251,0.000007014384,0.0001810562,0.0002049661,0.0001496926,0.000232165],"domain_scores_gemma":[0.999789,0.000002737245,0.00005714446,0.0001085269,0.000003124938,0.00003945945],"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":[0.000002260274,0.00005040542,0.001083232,0.000003734855,0.000002438347,3.361687e-7,0.00007289998,0.00001385953,0.9736485,0.00009723948,0.0001069232,0.02491811],"study_design_scores_gemma":[0.0001053678,0.00005555918,0.000337755,0.000007747649,0.000007083046,0.00000841769,0.0005201194,0.002570424,0.9935862,0.00006780088,0.002627317,0.0001061724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962783,0.0004355432,0.002020439,0.00004160115,0.0001825817,0.0000965645,0.000007716445,0.000163062,0.0007741883],"genre_scores_gemma":[0.9991644,0.00009164458,0.0006529198,0.000009138542,0.000008674385,0.000008591754,0.00000952749,0.000008190041,0.00004692145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02481194,"threshold_uncertainty_score":0.3793383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00741812907186964,"score_gpt":0.1946716361692138,"score_spread":0.1872535070973441,"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."}}