{"id":"W4392436561","doi":"10.1016/j.resourpol.2024.104861","title":"Digitalization and changing value propositions for mining regions: Options for action","year":2024,"lang":"en","type":"article","venue":"Resources Policy","topic":"Mining and Resource Management","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of Northern British Columbia; Memorial University of Newfoundland","funders":"","keywords":"Action (physics); Value (mathematics); Business; Natural resource economics; Economics; 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":[0.004125435,0.0002880072,0.0003510027,0.001280244,0.002233476,0.01640136,0.001862972,0.004584225,0.01694728],"category_scores_gemma":[0.01433035,0.0002219782,0.0004475522,0.002128729,0.008543616,0.01361893,0.003667397,0.00292182,0.0004922605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01209942,"about_ca_system_score_gemma":0.01187991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01897482,"about_ca_topic_score_gemma":0.03677486,"domain_scores_codex":[0.9977087,0.0009595258,0.00007004361,0.0002573906,0.0003933877,0.0006109474],"domain_scores_gemma":[0.9917557,0.004543703,0.001002229,0.000433923,0.001385468,0.000878904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007573738,0.00009924635,0.00505558,0.00007870479,0.00002844511,0.0001432952,0.002316682,0.002221442,0.0003381626,0.9695593,0.002919389,0.01716396],"study_design_scores_gemma":[0.00003932379,0.00006795689,0.007733598,0.0004284737,0.00006156666,0.00009391852,0.02820388,0.005078417,0.00118528,0.898682,0.05836466,0.00006095103],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2849836,0.004158489,0.0215777,0.232631,0.0003667074,0.000114015,0.000421543,0.00009183295,0.4556553],"genre_scores_gemma":[0.990154,0.0009996528,0.002164877,0.002141182,0.00006223062,0.00002305985,0.00003671505,0.0000106631,0.004407668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01897482,"threshold_uncertainty_score":0.08778781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02375081999341373,"score_gpt":0.2848018986412527,"score_spread":0.261051078647839,"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."}}