{"id":"W7107947974","doi":"10.5539/ibr.v18n6p94","title":"From Aid to Equity: Blockchain as a Tool for African Healthcare Autonomy in the Era of Nationalistic Populism","year":2025,"lang":"","type":"article","venue":"International Business Research","topic":"Economic Growth and Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Autonomy; Corporate governance; Bureaucracy; Framing (construction); Emerging markets; Global health; Blockchain; Sovereignty","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003719448,0.0002176431,0.0003442391,0.001097907,0.0002995416,0.0005708238,0.00371784,0.0001258551,0.0001294216],"category_scores_gemma":[0.003094872,0.0002003276,0.00009294315,0.00234257,0.0001649882,0.000217579,0.001818497,0.0005298625,0.00006778044],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286987,"about_ca_system_score_gemma":0.00629886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01118116,"about_ca_topic_score_gemma":0.0008438617,"domain_scores_codex":[0.9957953,0.0003296266,0.001000848,0.000824047,0.001395995,0.0006541653],"domain_scores_gemma":[0.9936311,0.002373541,0.0001599148,0.0005976204,0.00312236,0.000115447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007580952,0.0006909614,0.01227757,0.0003158352,0.0002152801,0.00004332383,0.01175417,0.001776788,0.0001325797,0.809261,0.007445023,0.1553294],"study_design_scores_gemma":[0.002615772,0.0001730686,0.3754913,0.001414947,0.00001025902,0.000008947718,0.001146304,0.04709388,0.0004009084,0.4937122,0.07745289,0.0004795323],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2780771,0.0005882403,0.09764685,0.604364,0.003638495,0.003292269,0.0005887317,0.00002835893,0.01177591],"genre_scores_gemma":[0.9870096,0.00002211561,0.007154444,0.003100558,0.0003630365,0.0007740553,0.00007998729,0.00001122051,0.00148494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7089326,"threshold_uncertainty_score":0.9993345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08284496817637459,"score_gpt":0.4097738137539426,"score_spread":0.326928845577568,"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."}}