{"id":"W4387653708","doi":"10.3390/min13101333","title":"Tracking Grade Heterogeneity in a Panel Cave Mine: A Reconciliation Study Investigating the Impact of Mixing from an Ore Sorting Perspective","year":2023,"lang":"en","type":"article","venue":"Minerals","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Newcrest Mining","keywords":"Sorting; Cave; Mixing (physics); Mining engineering; Geology; Block (permutation group theory); Mineralogy; Quartz; Environmental science; Geography; Archaeology; Computer science; Mathematics; Paleontology","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":[0.0006946985,0.0002105716,0.0003089878,0.0001895603,0.0001090548,0.00007769529,0.0001745199,0.00006863158,0.000008268103],"category_scores_gemma":[0.0004165326,0.0001616458,0.00009110448,0.0007321422,0.00002963293,0.0002828419,0.0000355997,0.000261505,0.000003214551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002044962,"about_ca_system_score_gemma":0.00002703688,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009817376,"about_ca_topic_score_gemma":0.002444437,"domain_scores_codex":[0.99858,0.0001322659,0.0004796954,0.0002804415,0.0001921213,0.0003354112],"domain_scores_gemma":[0.9993149,0.0001936806,0.0001363691,0.0002221134,0.00006649884,0.00006643836],"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":[0.00000559258,0.00005251235,0.2843913,0.00003339583,0.00008542415,0.00001392094,0.05154434,0.3244518,0.3383591,0.000005822723,0.00007647421,0.0009804162],"study_design_scores_gemma":[0.0008332611,0.0001457196,0.4154923,0.0002657652,0.0000382186,0.000005108888,0.02815279,0.5395492,0.01413416,0.00100485,9.220641e-7,0.000377726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990644,0.0001611076,0.00001995882,0.00004814015,0.00007899314,0.0002660827,0.00001884609,0.0001976932,0.0001447243],"genre_scores_gemma":[0.9995352,0.000003704249,0.0001576194,0.00001125266,0.0001700124,0.00003193155,0.00002669138,0.00003878973,0.00002478397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3242249,"threshold_uncertainty_score":0.9967763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023763424867743,"score_gpt":0.3489072979337287,"score_spread":0.2465309554469544,"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."}}