{"id":"W3083646714","doi":"10.1186/s12916-020-01755-y","title":"Preparing for a pandemic: highlighting themes for research funding and practice—perspectives from the Global Research Collaboration for Infectious Disease Preparedness (GloPID-R)","year":2020,"lang":"en","type":"letter","venue":"BMC Medicine","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institutes of Health Research; Institute of Infection and Immunity; Government of Canada","funders":"European and Developing Countries Clinical Trials Partnership; Canadian Institutes of Health Research; National Institutes of Health; Fundação Oswaldo Cruz; Dalhousie University; University of Oxford; National Institute for Health and Care Research; Medical Research Council; London School of Hygiene and Tropical Medicine; European Bioinformatics Institute; Coalition for Epidemic Preparedness Innovations; Wellcome Trust; European Commission; Bill and Melinda Gates Foundation; British Columbia Centre for Disease Control; Japan Agency for Medical Research and Development","keywords":"Medicine; Preparedness; Pandemic; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Disease; Family medicine; Virology; Outbreak; Pathology; Management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.06125404,0.0008257535,0.002056174,0.001454816,0.01494841,0.01693047,0.004556814,0.08887427,0.01473079],"category_scores_gemma":[0.1560199,0.001476681,0.001711598,0.002041556,0.01546428,0.02149557,0.01887026,0.07400418,0.004143384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01387677,"about_ca_system_score_gemma":0.05751778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02631403,"about_ca_topic_score_gemma":0.04376287,"domain_scores_codex":[0.9633901,0.0207155,0.00349182,0.002388654,0.004540689,0.005473209],"domain_scores_gemma":[0.7996489,0.1346157,0.005345455,0.003455348,0.0171168,0.03981782],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007303583,0.00004818878,0.0008603061,0.000275443,0.00002114849,0.001397105,0.003411325,0.00008471245,0.0002305019,0.03073493,0.9462643,0.01659905],"study_design_scores_gemma":[0.0002204879,0.00007411355,0.001582523,0.002252649,0.0000400832,0.001635052,0.01436746,0.000419324,0.0002558485,0.09164063,0.8873346,0.0001771976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001192014,0.0005092604,0.00004496906,0.9959095,0.003037211,0.000002802272,0.00001140185,0.000002660937,0.0003630581],"genre_scores_gemma":[0.004433401,0.001404147,0.0005352721,0.9779163,0.01381501,0.00005782749,0.00001770172,0.00003135089,0.001788969],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.938746,"threshold_uncertainty_score":0.3239462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6436010287652636,"score_gpt":0.5990370071089376,"score_spread":0.044564021656326,"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."}}