{"id":"W4312085291","doi":"10.1016/s1473-3099(22)00723-x","title":"Advancing detection and response capacities for emerging and re-emerging pathogens in Africa","year":2022,"lang":"en","type":"review","venue":"The Lancet Infectious Diseases","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact; University of British Columbia","funders":"Fogarty International Center; National Institute of Allergy and Infectious Diseases; Case Western Reserve University; National Institutes of Health; National Cancer Institute; National Institute for Health and Care Research","keywords":"Outbreak; Preparedness; Public health; Pandemic; Disease surveillance; Disease; Emerging infectious disease; Infectious disease (medical specialty); Environmental health; Geography; Virology; Biology; Coronavirus disease 2019 (COVID-19); Medicine; Political science","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":[0.001060359,0.0003020412,0.001130298,0.0005137134,0.0006228444,0.0000667463,0.00007379823,0.00009578536,0.00007597746],"category_scores_gemma":[0.001019768,0.0002175431,0.000237792,0.0005484545,0.0001602191,0.00009594813,0.0001521484,0.0005474074,0.000001920746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003444235,"about_ca_system_score_gemma":0.0001922041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001367451,"about_ca_topic_score_gemma":0.0001840491,"domain_scores_codex":[0.9979734,0.0005410305,0.0003658371,0.0003973029,0.0002033538,0.0005190722],"domain_scores_gemma":[0.9980456,0.001310663,0.0001516926,0.0003170617,0.00004405331,0.0001309896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005193758,0.00008223757,0.0004902123,0.009579092,0.0001664418,0.00005379808,0.0007569199,0.00001179434,0.00003660972,0.00003803766,0.0003026791,0.9879628],"study_design_scores_gemma":[0.0008517806,0.0004447871,0.000357242,0.001946328,0.0007811735,0.0003387783,0.0009471502,0.000178137,0.000002342176,0.0002369746,0.9936539,0.0002614079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009810668,0.9872857,0.00009877474,0.0001710005,0.0001973715,0.001527854,0.0002126526,0.0001559205,0.0005401092],"genre_scores_gemma":[0.01948784,0.9784366,0.0000160483,0.00007367304,0.0004236642,0.00125076,0.00003271073,0.0000652805,0.0002134279],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9933512,"threshold_uncertainty_score":0.8871148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07036208953165497,"score_gpt":0.3729170040172651,"score_spread":0.3025549144856101,"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."}}