{"id":"W3043264898","doi":"10.1186/s12889-020-08875-3","title":"African-led health research and capacity building- is it working?","year":2020,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Global Health and Surgery","field":"Medicine","cited_by":167,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver; Simon Fraser University","funders":"Alliance for Accelerating Excellence in Science in Africa; African Academy of Sciences; New Partnership for Africa's Development; National Research Foundation; Government of the United Kingdom; Wellcome Trust; U.S. President’s Emergency Plan for AIDS Relief; Victor Daitz Foundation; Wellcome; Inyuvesi Yakwazulu-Natali; International AIDS Vaccine Initiative; United States Agency for International Development","keywords":"Capacity building; Excellence; Medicine; Economic growth; Public health; Biostatistics; Paradigm shift; Capacity development; Political science; Public relations; Environmental resource management; Economics; Nursing","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1316352,0.001516393,0.001252098,0.003253547,0.01423219,0.03024917,0.005334399,0.01101918,0.01456415],"category_scores_gemma":[0.1198849,0.000771983,0.001415031,0.00423561,0.03520036,0.02790412,0.03116918,0.01833964,0.003824039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01311361,"about_ca_system_score_gemma":0.10519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003779,"about_ca_topic_score_gemma":0.00305742,"domain_scores_codex":[0.8853592,0.08914794,0.00205499,0.003518912,0.006281556,0.01363739],"domain_scores_gemma":[0.8227943,0.09578185,0.008497447,0.01208092,0.01355865,0.04728681],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001768266,0.0005836888,0.005739842,0.005813697,0.0002053376,0.0009220733,0.0672379,0.002421181,0.001072674,0.489072,0.1447844,0.2819704],"study_design_scores_gemma":[0.00009646048,0.0002017573,0.002093814,0.009752011,0.00005761561,0.0003938037,0.05910508,0.0007880653,0.0009221549,0.3573729,0.5690914,0.0001248034],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006901889,0.02118863,0.008667558,0.9212109,0.004082364,0.0002816715,0.00009782931,0.0001830549,0.03738614],"genre_scores_gemma":[0.660058,0.06314814,0.04409048,0.2098915,0.005522469,0.002011171,0.0003466767,0.0003176534,0.01461401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8683648,"threshold_uncertainty_score":0.6961618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3578801029218178,"score_gpt":0.4389302635689149,"score_spread":0.08105016064709708,"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."}}