{"id":"W4402404662","doi":"10.1016/j.indic.2024.100474","title":"The hidden development patterns of Africa and their sustainability correlations","year":2024,"lang":"en","type":"article","venue":"Environmental and Sustainability Indicators","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Environmental Science and Forestry, State University of New York; Toronto Metropolitan University","keywords":"Sustainability; Geography; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009021561,0.0002421409,0.0002578321,0.003134516,0.0005475237,0.00162492,0.0001534296,0.0001456004,0.002584779],"category_scores_gemma":[0.00594879,0.0002326822,0.000287512,0.006628187,0.0009729665,0.001072211,0.001676891,0.0003781556,0.0001923069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007024151,"about_ca_system_score_gemma":0.0005907799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007265064,"about_ca_topic_score_gemma":0.01168171,"domain_scores_codex":[0.9992022,0.0002765207,0.00007332829,0.0001413021,0.0001462544,0.0001604098],"domain_scores_gemma":[0.9978001,0.00108233,0.0005631903,0.0001864982,0.0002680748,0.00009978541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004148081,0.00001228835,0.9603185,0.00004844716,0.0001004403,0.0001721376,0.003916692,0.0009327491,0.0004095543,0.007434713,0.0003578547,0.0262552],"study_design_scores_gemma":[0.000003058242,0.00002257148,0.9768961,0.0000850042,0.0000345553,0.0001739741,0.009671866,0.002833622,0.0002247423,0.005918303,0.004119164,0.00001705194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922742,0.0003394961,0.001035534,0.0002159234,0.000006687927,0.00001290907,0.0004545967,0.000008111795,0.00565257],"genre_scores_gemma":[0.9991365,0.0001604779,0.0003768425,0.000006676869,0.000002450894,0.000007029892,0.0001228966,0.000002721807,0.0001844256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007265064,"threshold_uncertainty_score":0.01444554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004039616164539035,"score_gpt":0.1970217291752524,"score_spread":0.1929821130107134,"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."}}