{"id":"W4293817281","doi":"10.3390/met12081372","title":"Data-Driven Dynamic Simulations of Gold Extraction Which Incorporate Head Grade Distribution Statistics","year":2022,"lang":"en","type":"article","venue":"Metals","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Head (geology); Extraction (chemistry); Geology; Mining engineering; Hydrothermal circulation; Geochemistry; Chemistry; Paleontology","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":[0.0001776112,0.00007705811,0.0001274855,0.00005340801,0.00009428969,0.00001869906,0.0001343987,0.00002159027,0.00009444785],"category_scores_gemma":[0.00005082258,0.00008500547,0.00001346454,0.0003030418,0.00001062413,0.0001910404,0.00006591425,0.0001529334,0.000006021604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008402605,"about_ca_system_score_gemma":0.00001618269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002452533,"about_ca_topic_score_gemma":0.0001094183,"domain_scores_codex":[0.9993395,0.00004019228,0.0002288469,0.000121555,0.0001609287,0.0001090028],"domain_scores_gemma":[0.9995738,0.00005969967,0.00008079308,0.000222496,0.00003646166,0.00002675906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002321511,0.00002602935,0.0001414247,0.00005270357,0.00002595363,0.000001063849,0.00003438072,0.9822249,0.01396374,0.0003599817,0.001631902,0.001535573],"study_design_scores_gemma":[0.0001159051,0.00001506608,0.001200518,0.000007406689,0.00004154577,0.000003229416,0.00002392926,0.9930473,0.0003585308,0.000717262,0.004377705,0.00009162338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.746787,0.0001879737,0.241285,0.00006774029,0.0003445957,0.0001146103,0.01094469,0.0001442358,0.0001242772],"genre_scores_gemma":[0.9896945,0.00000825999,0.003670521,0.000003662215,0.00002344397,0.000006960216,0.0064172,0.00001518809,0.0001603172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2429075,"threshold_uncertainty_score":0.3466423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05036599480667107,"score_gpt":0.3165079467771663,"score_spread":0.2661419519704952,"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."}}