{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001034852,0.0007616727,0.000670196,0.0008870008,0.0005085212,0.0009921716,0.00121383,0.001430046,0.002535849],"category_scores_gemma":[0.004683336,0.000432937,0.0008863439,0.0008796649,0.0006394848,0.0007413596,0.0006296518,0.001194785,0.0002185917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001638978,"about_ca_system_score_gemma":0.001277553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06689632,"about_ca_topic_score_gemma":0.04479768,"domain_scores_codex":[0.9996635,0.00009440912,0.00002164556,0.00006745958,0.00005521102,0.00009779422],"domain_scores_gemma":[0.9960192,0.002845277,0.0003206119,0.0001702178,0.0004328228,0.0002120106],"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":[0.00002814929,0.00003173475,0.002268912,0.000006098641,0.000007973357,0.00001630266,0.000008754131,0.9967322,0.0001035747,0.0003107603,0.00007540623,0.0004101461],"study_design_scores_gemma":[0.000006967957,0.0000136223,0.0005284686,0.000001394228,0.000002850612,0.00000235365,0.00001414657,0.9991001,0.0001150797,0.0001267669,0.00008423862,0.000004107023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712286,0.00008192396,0.01843021,0.0002482187,0.00004725451,0.0001266877,0.002279242,0.0003151621,0.007242676],"genre_scores_gemma":[0.9939278,0.00004093443,0.004028168,0.00002686861,0.000004376056,0.00007684317,0.0008889955,0.00002382293,0.0009821161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06689632,"threshold_uncertainty_score":0.1330139,"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."}}