{"id":"W4391931610","doi":"10.1144/geochem2023-046","title":"Practical applications of quality assurance and quality control in mineral exploration, resource estimation and mining programmes: a review of recommended international practices","year":2024,"lang":"en","type":"review","venue":"Geochemistry Exploration Environment Analysis","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dow Chemical (Canada); Golder Associates (Canada)","funders":"","keywords":"Quality assurance; Mineral exploration; Quality (philosophy); Mineral resource classification; Control (management); Resource (disambiguation); Computer science; Engineering management; Environmental resource management; Environmental science; Geology; Geochemistry; Engineering; Operations management; Artificial intelligence; External quality assessment","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":[0.002487693,0.0003323659,0.001346,0.0002091077,0.00005306621,0.00009145188,0.0003537644,0.0002141145,0.00003330581],"category_scores_gemma":[0.001524256,0.0003095411,0.0002631644,0.0008976689,0.0001198185,0.0007466089,0.0002257914,0.0002813582,0.000002251393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008043263,"about_ca_system_score_gemma":0.0001067428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001828254,"about_ca_topic_score_gemma":0.00001047302,"domain_scores_codex":[0.9962246,0.0005136892,0.001776642,0.0008249088,0.0004874257,0.0001726853],"domain_scores_gemma":[0.9951064,0.0008223671,0.003196765,0.0006829617,0.0001131149,0.00007839315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003629077,0.0008936119,0.0007261718,0.2218038,0.003372484,0.000009580837,0.001308615,0.001052158,0.0001623491,0.002242139,0.001662054,0.7667307],"study_design_scores_gemma":[0.0006975556,0.0000583944,0.00006277499,0.02537227,0.006231268,0.00002439765,0.0009475759,0.04412663,0.0001160282,0.001412532,0.9199055,0.001045103],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000128896,0.7362247,0.254269,0.008005596,0.00001873126,0.0009876112,0.00006733342,0.00003569851,0.0003784753],"genre_scores_gemma":[0.001018971,0.9717062,0.02469051,0.00005754341,0.00003722863,0.001216141,0.001077512,0.000006267125,0.0001896518],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9182434,"threshold_uncertainty_score":0.9999357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09849946509540437,"score_gpt":0.3899286730823333,"score_spread":0.291429207986929,"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."}}