{"id":"W4386036474","doi":"10.1007/978-3-031-32164-1_4","title":"Reimagining Natural Resources Governance in Africa: Is Digitalization the Game Changer?","year":2023,"lang":"en","type":"book-chapter","venue":"International political economy series","topic":"Natural Resources and Economic Development","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Natural resource; Business; Corporate governance; Resource (disambiguation); Gross domestic product; Natural resource economics; Natural (archaeology); Natural resource management; Economic growth; Environmental resource management; Economics; Geography; Political science; Computer science; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002870522,0.0003640586,0.000542921,0.0002641291,0.00007701893,0.0003877573,0.0006893336,0.0002198365,0.001499315],"category_scores_gemma":[0.0001342539,0.000321231,0.000215961,0.00005719338,0.0002337542,0.0005604457,0.0003286332,0.0005543221,0.002049588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007035188,"about_ca_system_score_gemma":0.00004021907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001127308,"about_ca_topic_score_gemma":0.00007030988,"domain_scores_codex":[0.9976369,0.000005429941,0.001042082,0.0006633715,0.00008304912,0.0005692252],"domain_scores_gemma":[0.9988368,0.0001593148,0.0005214977,0.0003180032,0.00005493371,0.0001095185],"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":[0.0000212114,0.000006909508,0.000646015,0.00001870692,0.0001155455,0.00001282281,0.0004626514,0.000006828594,4.861328e-8,0.9927263,0.005359557,0.0006234318],"study_design_scores_gemma":[0.00013021,0.00001043676,0.001060401,0.00006323239,0.000002742643,0.000007624862,0.0000491844,0.0004007871,0.000002108183,0.414916,0.5831054,0.0002518733],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002542222,0.001156398,0.00001041929,0.03449863,0.001881598,0.000213916,0.0006076492,0.00006410413,0.9613131],"genre_scores_gemma":[0.2737527,0.0003477443,0.00004241438,0.002497083,0.0008537655,0.00005041889,0.0001271416,0.0000846569,0.7222441],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5778103,"threshold_uncertainty_score":0.999924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03651833264178779,"score_gpt":0.2154236904364959,"score_spread":0.1789053577947081,"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."}}