{"id":"W4319347649","doi":"10.4095/331361","title":"Educational case \"mines and minerals\"","year":2023,"lang":"en","type":"report","venue":"","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Mining engineering; Geochemistry; Geology","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":[0.000105266,0.000119425,0.0001559926,0.000088851,0.00001752858,0.0000270801,0.00003796638,0.0001404728,0.0003125628],"category_scores_gemma":[0.00002920402,0.0001192928,0.00003023876,0.00003135338,0.000009550151,0.00002413533,0.00002995768,0.00007671009,0.00003256776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006314416,"about_ca_system_score_gemma":0.00006955773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003421736,"about_ca_topic_score_gemma":0.000393037,"domain_scores_codex":[0.9995678,0.00000127008,0.0001656878,0.000119243,0.00004645782,0.00009953192],"domain_scores_gemma":[0.9997317,0.00004155798,0.00002001919,0.0001348193,0.0000296582,0.00004227797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[1.057721e-7,0.000001578108,0.0001243576,0.0001647242,0.00002449683,0.00007825535,0.00001572326,0.00004502094,0.000006286567,0.0001591755,0.9974846,0.001895624],"study_design_scores_gemma":[0.00003404,0.000008222457,0.0001270562,0.00006376886,0.00002581856,0.004993817,0.00002579336,0.007237549,0.00002719665,0.0005412445,0.9865828,0.0003326795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09671178,0.001514462,0.0001599901,0.0003186358,0.003420992,0.0002088024,0.0001387421,0.001636366,0.8958902],"genre_scores_gemma":[0.05565093,0.01994825,0.02393631,0.00006874612,0.004506475,0.0002437244,0.0006502842,0.000399233,0.894596],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04106085,"threshold_uncertainty_score":0.4864619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100280210302325,"score_gpt":0.3245131422427988,"score_spread":0.2242329319404738,"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."}}