{"id":"W3163533747","doi":"10.1016/s0140-6736(21)00980-6","title":"Priorities for COVID-19 research response and preparedness in low-resource settings","year":2021,"lang":"en","type":"article","venue":"The Lancet","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"European and Developing Countries Clinical Trials Partnership; Faculty of Tropical Medicine, Mahidol University; Department of Health and Social Care; Medical Research Council; Alliance for Accelerating Excellence in Science in Africa; Directorate for Biological Sciences; Cochrane South Africa; National Centre for Biological Sciences; African Union Commission; Drugs for Neglected Diseases initiative; UK Research and Innovation; Fondation Mérieux; Canadian Institutes of Health Research; Bill and Melinda Gates Foundation; African Union; Korea Research Institute of Bioscience and Biotechnology; Bundesministerium für Bildung und Forschung; Institute of Infection and Immunity; Fundação de Amparo à Pesquisa do Estado de São Paulo; African Academy of Sciences; University of Ghana; South African Medical Research Council; Canton de Genève; Foreign, Commonwealth and Development Office; University of Oxford; Mahidol University; Department for Environment, Food and Rural Affairs, UK Government; European Commission","keywords":"Preparedness; Coronavirus disease 2019 (COVID-19); Context (archaeology); Global health; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Pandemic; Ebola virus; Medicine; Health care; Resource (disambiguation); Disease; Public relations; Political science; Public health; Virology; Computer science; Nursing; Infectious disease (medical specialty); Geography; Outbreak","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":[0.08262118,0.001816417,0.003335914,0.00403005,0.009336636,0.02870171,0.00913546,0.02066988,0.06054439],"category_scores_gemma":[0.1563774,0.001671224,0.003133888,0.003393203,0.005992324,0.01358587,0.02869307,0.02438421,0.009384577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02219522,"about_ca_system_score_gemma":0.2200838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04198787,"about_ca_topic_score_gemma":0.05801634,"domain_scores_codex":[0.9142399,0.05107356,0.005308687,0.002028853,0.005276042,0.02207297],"domain_scores_gemma":[0.6751444,0.07289047,0.01443556,0.005726341,0.03570325,0.1960999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009200505,0.001333889,0.02926749,0.01132443,0.0005870335,0.001505144,0.004478105,0.001035526,0.001295702,0.03855013,0.8054008,0.1043017],"study_design_scores_gemma":[0.00184406,0.002303478,0.06961688,0.0420512,0.000650257,0.001066462,0.08953217,0.002150381,0.001596121,0.1145959,0.6736776,0.0009154414],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00563784,0.01182761,0.00141631,0.9601858,0.008621623,0.0004402345,0.001876168,0.0001956012,0.009798871],"genre_scores_gemma":[0.3038106,0.0437039,0.04898825,0.5400757,0.02325479,0.007778528,0.01124097,0.0006764489,0.02047087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08262118,"threshold_uncertainty_score":0.4369478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1357242097469647,"score_gpt":0.4563083290032219,"score_spread":0.3205841192562572,"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."}}