{"id":"W2809994652","doi":"10.4095/308295","title":"Geoscience tools for EA of metal mining","year":2018,"lang":"en","type":"report","venue":"","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Earth science; Geology; Mining engineering; Data science; Geochemistry; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001152719,0.001276568,0.0005806183,0.004931268,0.0006216093,0.003039449,0.001596228,0.00103688,0.07956007],"category_scores_gemma":[0.005426125,0.0004947339,0.001124647,0.004492023,0.0004080801,0.003168415,0.002885892,0.001297805,0.0356606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004448243,"about_ca_system_score_gemma":0.001183416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003106628,"about_ca_topic_score_gemma":0.005745494,"domain_scores_codex":[0.9994785,0.00008393078,0.00006071168,0.00008584628,0.0002509005,0.00004004562],"domain_scores_gemma":[0.9981288,0.0007756857,0.0001333642,0.0004118422,0.000452848,0.00009737878],"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":[0.0001736558,0.0001683314,0.003259171,0.001511374,0.0001933417,0.0006879381,0.0007054732,0.01138907,0.00966596,0.1022816,0.3593672,0.5105969],"study_design_scores_gemma":[0.00004956346,0.00002442917,0.001632098,0.000378799,0.00005538031,0.0003626121,0.0003038447,0.03248757,0.006838664,0.0735492,0.8842665,0.00005133383],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004662918,0.002308839,0.6414349,0.002438455,0.0006821441,0.0003790618,0.07629865,0.1691677,0.1026273],"genre_scores_gemma":[0.04631384,0.003200498,0.8461722,0.0005693063,0.0002922599,0.0006390581,0.05551657,0.01156974,0.03572652],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07956007,"threshold_uncertainty_score":0.2661549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023749328781269,"score_gpt":0.2960611481817204,"score_spread":0.1936862153035934,"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."}}