{"id":"W4417277736","doi":"10.1016/j.resourpol.2025.105813","title":"Are some minerals more governable? Copper mining materialities and formalization of artisanal and small-scale mining in Peru","year":2025,"lang":"en","type":"article","venue":"Resources Policy","topic":"Mining and Resource Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Corporate governance; Materiality (auditing); Resource (disambiguation); Professionalization; Mining industry; Gold mining; Mineral resource classification","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001346133,0.0001067838,0.0001954435,0.0008596235,0.002399318,0.002231682,0.0006046489,0.0006037632,0.003608495],"category_scores_gemma":[0.005523855,0.0002244373,0.0001232043,0.001171565,0.005378162,0.002535512,0.003009181,0.0007644595,0.000124763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001955684,"about_ca_system_score_gemma":0.001107112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01219601,"about_ca_topic_score_gemma":0.02129912,"domain_scores_codex":[0.9990043,0.0005025659,0.0000358849,0.0001296431,0.0001158868,0.000211763],"domain_scores_gemma":[0.9972557,0.001390188,0.000826097,0.0001733029,0.0002023779,0.0001523084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000851641,0.000138927,0.1508007,0.0004555926,0.00003126631,0.003077927,0.7527313,0.0003217676,0.003358529,0.05488578,0.001183479,0.03292951],"study_design_scores_gemma":[0.00002212723,0.0001388522,0.3180502,0.0004792944,0.00002554369,0.001079825,0.596191,0.0006235054,0.0007919935,0.01254789,0.07000187,0.00004796938],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809356,0.0006098889,0.0004599966,0.00192859,0.00000409821,0.00001912066,0.0000328244,0.000008046028,0.0160019],"genre_scores_gemma":[0.9987832,0.000247162,0.000128824,0.00005121382,0.000003019292,0.000009630586,0.00001811524,0.000003190986,0.0007557037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01219601,"threshold_uncertainty_score":0.02425003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009539547379467033,"score_gpt":0.2248093453221965,"score_spread":0.2152697979427295,"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."}}