{"id":"W4221032248","doi":"10.1080/08941920.2022.2049410","title":"The Green Transition in Context—Cobalt Responsible Sourcing for Battery Manufacturing","year":2022,"lang":"en","type":"article","venue":"Society & Natural Resources","topic":"Mining and Resource Management","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Corporate social responsibility; Context (archaeology); Business; Sustainability; Supply chain; Democracy; Language change; Transparency (behavior); Natural resource economics; Economics; Marketing; Political science; Public relations; Politics; Ecology","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":[0.003575362,0.0002479621,0.0001914972,0.0009937079,0.005168957,0.01166238,0.0009477612,0.002429487,0.003161854],"category_scores_gemma":[0.004065275,0.0001603665,0.0002774243,0.001523684,0.006325513,0.006563497,0.005225469,0.001949751,0.0002989162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007552054,"about_ca_system_score_gemma":0.006414242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01282237,"about_ca_topic_score_gemma":0.03877518,"domain_scores_codex":[0.9971544,0.001503337,0.00009414433,0.0002201543,0.0005785708,0.0004494236],"domain_scores_gemma":[0.9971227,0.001597597,0.0003876106,0.0002428732,0.0004315529,0.0002175641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001351466,0.0001371873,0.00821648,0.002319354,0.00003697029,0.004539027,0.04555652,0.001670851,0.005159626,0.8041343,0.01230366,0.1157909],"study_design_scores_gemma":[0.000009873117,0.0001174263,0.008433059,0.003497532,0.00004160196,0.001218584,0.1288078,0.001294214,0.007892625,0.1729316,0.6756853,0.00007035147],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.37262,0.06557617,0.02783282,0.1287308,0.001104959,0.0002310071,0.0002284897,0.0001358237,0.40354],"genre_scores_gemma":[0.9723634,0.01109843,0.003862486,0.00306622,0.00007740446,0.00004489758,0.00004059161,0.00003197788,0.009414599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01282237,"threshold_uncertainty_score":0.05479425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007246417286693451,"score_gpt":0.2026927520237414,"score_spread":0.1954463347370479,"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."}}