{"id":"W4410308349","doi":"10.31428/10317/17970","title":"Copernicus potential for sustainable development to improve governance and management of mineral resources","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Copernicus; Corporate governance; Business; Mineral resource classification; Sustainable development; Environmental planning; Environmental resource management; Natural resource economics; Environmental science; Political science; Geology; Economics; Geochemistry; Finance; Physics; Astrobiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007053108,0.0001373691,0.0001673692,0.0000472959,0.00002030229,0.00004410446,0.00009065571,0.00008339062,0.00002200792],"category_scores_gemma":[0.000001711087,0.0001373476,0.00003312961,0.00003368021,0.000002895259,0.00003072473,0.00004019656,0.00004791666,0.000004952628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008512517,"about_ca_system_score_gemma":0.00001062069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003420226,"about_ca_topic_score_gemma":0.00005748679,"domain_scores_codex":[0.9993901,8.133667e-7,0.0002171253,0.0001755514,0.00004754974,0.0001688082],"domain_scores_gemma":[0.9998114,0.000003856995,0.00002940208,0.00009533241,0.00002745826,0.00003255827],"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":[0.0007756809,0.0001017826,0.00002179892,0.1237114,0.002585798,0.0002125514,0.01661056,0.01516624,0.005907517,0.08611144,0.4773315,0.2714637],"study_design_scores_gemma":[0.0006552808,0.0002572769,0.001342488,0.001377481,0.0002485493,0.0000042129,0.01124574,0.02850024,0.02967198,0.0007096819,0.9247082,0.00127886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9466928,0.001159139,0.002093427,0.00001966616,0.0004241531,0.001018866,0.00002958692,0.0002165907,0.04834576],"genre_scores_gemma":[0.3992056,0.001030113,0.1136262,0.00002409533,0.0001238214,0.0008154682,0.000311918,0.0001607343,0.4847021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5474873,"threshold_uncertainty_score":0.5600874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004062603994256417,"score_gpt":0.2061673405423804,"score_spread":0.202104736548124,"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."}}