{"id":"W4378881093","doi":"10.1007/978-3-031-24177-2_1","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"Environmental Politics and Theory","topic":"Mining and Resource Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Natural resource management; Politics; Natural resource; Political science; Corporate governance; Empowerment; Resource (disambiguation); Economics; Management","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007019945,0.0008388335,0.0005235526,0.001769203,0.001576917,0.004373808,0.001535617,0.001796607,0.6861263],"category_scores_gemma":[0.002571751,0.0003148288,0.0004900168,0.001610941,0.0005893646,0.002656472,0.002389297,0.001788728,0.5909884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001547834,"about_ca_system_score_gemma":0.002322531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003738687,"about_ca_topic_score_gemma":0.006241992,"domain_scores_codex":[0.9993063,0.00007341059,0.00002379761,0.000133602,0.0003849558,0.0000779715],"domain_scores_gemma":[0.9990472,0.0001445223,0.00003256716,0.0001316247,0.0004534359,0.0001906488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001649006,0.00002791305,0.00008150355,0.00009516833,0.000001359904,0.00003355461,0.00008558116,0.00008347264,0.0002140761,0.02469936,0.863309,0.1113524],"study_design_scores_gemma":[0.000001307551,0.000003564503,0.00005877363,0.00003979065,5.057884e-7,0.00001668182,0.00002825381,0.00001445838,0.00003858389,0.002437214,0.9973592,0.000001644102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002437183,0.001270599,0.002519488,0.002590983,0.003416937,0.0001262418,0.002504791,0.0006569942,0.9866702],"genre_scores_gemma":[0.0006759687,0.0006923051,0.000789219,0.0008569348,0.0004225505,0.00006114455,0.001401899,0.000178848,0.9949211],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6861263,"threshold_uncertainty_score":0.4477027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004542199816671844,"score_gpt":0.1510288511096635,"score_spread":0.1464866512929916,"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."}}