{"id":"W3202484372","doi":"10.1101/2021.09.27.21264044","title":"Sub-Saharan African Countries’ COVID-19 Research: An analysis of the External and Internal Contributions, Collaboration Patterns and Funding Sources","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Scopus; Political science; Economic growth; Geography; Medicine; MEDLINE; Economics","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","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01500367,0.0003511427,0.0005954499,0.01645757,0.001472433,0.004048466,0.0006088209,0.0004424919,0.00459297],"category_scores_gemma":[0.05373666,0.0002871102,0.0004485221,0.03580962,0.0007258941,0.002828506,0.003888215,0.0004491384,0.000698675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001667493,"about_ca_system_score_gemma":0.006153837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006126057,"about_ca_topic_score_gemma":0.006670594,"domain_scores_codex":[0.9899614,0.003701021,0.002362741,0.0006757516,0.002032476,0.001266643],"domain_scores_gemma":[0.9326457,0.02834453,0.0233877,0.002124469,0.008765518,0.004732087],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003585251,0.00004626169,0.8399134,0.004995636,0.0003477433,0.001959966,0.03171461,0.0003061828,0.0007454995,0.00371982,0.01160236,0.10429],"study_design_scores_gemma":[0.00002238619,0.00007194326,0.8811574,0.004028499,0.0001059422,0.001110893,0.04839677,0.0001494015,0.0003841798,0.0006436593,0.06389323,0.00003567845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.921451,0.03392981,0.0007452916,0.005317959,0.0002368104,0.0003052636,0.01903289,0.00004718759,0.01893391],"genre_scores_gemma":[0.9758832,0.01568939,0.001591155,0.0003061566,0.0001105141,0.000383524,0.004228986,0.00004443383,0.001762756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9849963,"threshold_uncertainty_score":0.07934791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1100901386476524,"score_gpt":0.4704691906610424,"score_spread":0.36037905201339,"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."}}