{"id":"W4413396809","doi":"10.1007/s11837-025-07609-3","title":"Suspension Roasting in Enhancing Gold Leaching Efficiency and Modifying Pore Structure in High-Sulfur, Carbonaceous, Arsenic-Bearing Refractory Gold Ores","year":2025,"lang":"en","type":"article","venue":"JOM","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Iron Ore Company (Canada)","funders":"National Natural Science Foundation of China","keywords":"Roasting; Leaching (pedology); Arsenic; Refractory (planetary science); Metallurgy; Sulfur; Suspension (topology); Gold ore; Materials science; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.0004847791,0.0002474074,0.0003376355,0.0004830187,0.00007415989,0.00009218843,0.0001241309,0.0001946212,0.00000826705],"category_scores_gemma":[0.0002361797,0.0002419044,0.0000424784,0.0004243295,0.00001766996,0.0002651978,0.0001026716,0.001049958,0.000001511233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002367666,"about_ca_system_score_gemma":0.00002839873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027133,"about_ca_topic_score_gemma":0.003154538,"domain_scores_codex":[0.9984933,0.00007618882,0.000486753,0.0003662918,0.0001766846,0.0004008523],"domain_scores_gemma":[0.9994929,0.0001604487,0.00006889735,0.000199993,0.00001565643,0.0000621311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002318072,0.00003078453,0.009124607,0.0003255947,0.00001813994,0.00008097552,0.001230921,0.1435542,0.7966691,0.0005117927,0.00004059937,0.04839011],"study_design_scores_gemma":[0.002802648,0.00007383399,0.1321223,0.003796463,0.00006041467,0.00008330975,0.004703096,0.795813,0.05501793,0.001214032,0.00274421,0.001568687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938864,0.00155649,0.0008400977,0.0000519791,0.0006086921,0.0001637247,0.000002240868,0.000180394,0.002709979],"genre_scores_gemma":[0.9985377,0.00009630321,0.0009628905,0.00005190983,0.00008229164,0.000003663126,0.000009972727,0.00003135019,0.0002239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7416512,"threshold_uncertainty_score":0.9864576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007646837038635186,"score_gpt":0.2246761325080352,"score_spread":0.2170292954694,"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."}}