{"id":"W4412034206","doi":"10.1016/j.exis.2025.101718","title":"Digitalization in mining and the rise of the urban miner","year":2025,"lang":"en","type":"article","venue":"The Extractive Industries and Society","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Business","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":[0.0005732341,0.0001846289,0.0002299226,0.00289277,0.001286499,0.004833314,0.0003404816,0.001081905,0.003326936],"category_scores_gemma":[0.001379871,0.0001510512,0.0002136322,0.005826063,0.00443274,0.005439832,0.002429943,0.0008821217,0.0002954423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002154437,"about_ca_system_score_gemma":0.001296522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003682923,"about_ca_topic_score_gemma":0.007558128,"domain_scores_codex":[0.9994593,0.0002109645,0.00003361634,0.00007059367,0.0001334811,0.00009209522],"domain_scores_gemma":[0.9988866,0.0006403411,0.0002436923,0.00003513802,0.0001120741,0.00008211524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005528851,0.00007341945,0.024242,0.003447954,0.00004266522,0.001435265,0.02911828,0.0009433935,0.0003722773,0.6417686,0.01071856,0.2877823],"study_design_scores_gemma":[0.000006260294,0.00007134472,0.05782834,0.006681494,0.00004589855,0.002304933,0.06525375,0.0005189363,0.0004684203,0.08448674,0.7822873,0.00004661335],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1388902,0.6084011,0.002504104,0.03563049,0.0006557053,0.00003718133,0.0001692372,0.00003011068,0.2136819],"genre_scores_gemma":[0.5371526,0.4517609,0.0007703154,0.001436447,0.0005733234,0.0000231072,0.00006509526,0.00001033877,0.008207894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004833314,"threshold_uncertainty_score":0.01563162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007522949445566406,"score_gpt":0.1997001602338717,"score_spread":0.1921772107883052,"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."}}