{"id":"W4283266482","doi":"10.1007/s42461-022-00638-5","title":"Near-Technical Limit Gold Recovery from a Double Refractory Carlin-Type Ore After Pre-treatment by High-Temperature Pressure Oxidation","year":2022,"lang":"en","type":"article","venue":"Mining Metallurgy & Exploration","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Refractory (planetary science); High pressure; Limit (mathematics); Materials science; Metallurgy; Gold ore; Thermodynamics; Mathematics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002441912,0.0003029787,0.0003136474,0.00009554086,0.0002201632,0.0002064342,0.0001449116,0.0001915673,0.0008575895],"category_scores_gemma":[0.0000268171,0.000290659,0.0001180436,0.0002811072,0.00002008726,0.0009322788,0.00006206108,0.0004160541,0.00005265239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002641645,"about_ca_system_score_gemma":0.00004654456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000164806,"about_ca_topic_score_gemma":0.00009359657,"domain_scores_codex":[0.9983443,0.0001667595,0.0004155025,0.0004373391,0.0003880766,0.0002480282],"domain_scores_gemma":[0.9992833,0.00007147002,0.0001215737,0.0003773085,0.00005142974,0.00009493957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009150066,0.0002974879,0.0001323039,0.00003056131,0.0004360471,0.00002444067,0.001767824,0.125199,0.8482422,0.00003588126,0.00805694,0.01486232],"study_design_scores_gemma":[0.002764756,0.001567611,0.001680597,0.00009301684,0.0007817305,0.00002484142,0.001058154,0.02337861,0.1032228,0.0002278431,0.8637727,0.001427372],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942737,0.001917667,0.001155991,0.0001703445,0.001297294,0.0003622191,0.00006800012,0.0005056296,0.0002492056],"genre_scores_gemma":[0.9928054,0.0002637669,0.001856859,0.00009550981,0.0002451696,0.0003886441,0.002256578,0.00006876598,0.00201928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8557158,"threshold_uncertainty_score":0.9999546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709549749191781,"score_gpt":0.2251401677865116,"score_spread":0.2080446702945938,"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."}}