{"id":"W4404493234","doi":"10.3389/esss.2024.10117","title":"We Need to Talk About Mining in the Arctic","year":2024,"lang":"en","type":"article","venue":"Earth Science Systems and Society","topic":"Mining and Resource Management","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Arctic; The arctic; Computer science; Geography; Data science; Oceanography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003705656,0.0006208263,0.0007081284,0.0008034456,0.01112353,0.0107836,0.001111717,0.00617605,0.007113156],"category_scores_gemma":[0.006170035,0.0002532527,0.0007041983,0.0009956008,0.01457326,0.0148543,0.003683225,0.008787196,0.002850402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004159685,"about_ca_system_score_gemma":0.00626312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01874812,"about_ca_topic_score_gemma":0.03064188,"domain_scores_codex":[0.9966048,0.001785555,0.0001207553,0.0003277735,0.0006899195,0.0004713236],"domain_scores_gemma":[0.9966235,0.001507198,0.0002342855,0.0001424887,0.0007581101,0.0007343567],"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":[0.00008296602,0.00006594025,0.003378222,0.001004118,0.00004209055,0.001702155,0.1222569,0.0005875992,0.001106144,0.433258,0.3675749,0.06894089],"study_design_scores_gemma":[0.000001595371,0.00001933337,0.0004980533,0.0005634698,0.000006238552,0.0003196656,0.0322842,0.00005498328,0.0001305548,0.03154591,0.9345572,0.00001872568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01096569,0.06434458,0.005215933,0.7295262,0.0470935,0.00002770783,0.0001011521,0.00009845535,0.1426269],"genre_scores_gemma":[0.3198289,0.1172433,0.008644658,0.3780233,0.02801965,0.0001043368,0.0002117381,0.0006611753,0.147263],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01874812,"threshold_uncertainty_score":0.03727794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045850245547719,"score_gpt":0.2176556014196304,"score_spread":0.2071970989641532,"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."}}