{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007366111,0.0002081229,0.0007752817,0.0002890546,0.0005878683,0.00009049063,0.0001679722,0.000143754,0.000187],"category_scores_gemma":[0.002050163,0.0001874463,0.00007842921,0.001586075,0.0002081403,0.0001097373,0.0001293801,0.0009544902,0.00009570832],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007052147,"about_ca_system_score_gemma":0.007736326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002626163,"about_ca_topic_score_gemma":0.00028122,"domain_scores_codex":[0.9945745,0.0007241612,0.0008004338,0.0006935519,0.001002297,0.002204988],"domain_scores_gemma":[0.992937,0.0005033203,0.0001890519,0.0004262254,0.0003028233,0.005641549],"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":[0.000361213,0.0004023768,0.1984226,0.003392011,0.00003097655,0.00002358816,0.008671732,2.226043e-7,0.00001047387,0.009442191,0.7373483,0.04189436],"study_design_scores_gemma":[0.001336991,0.001472571,0.05760794,0.0002138999,0.000002359938,0.00005888013,0.001847999,0.0005094204,0.000004917047,0.0002928101,0.9364923,0.0001599503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2569003,0.002212051,0.0008134614,0.733509,0.0002242073,0.001072612,0.00003329533,0.0001587517,0.005076349],"genre_scores_gemma":[0.852615,0.0006790729,0.003742938,0.1420933,0.0005251552,0.00003233392,0.00001799277,0.00002898534,0.0002652127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5957147,"threshold_uncertainty_score":0.9978889,"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."}}