{"id":"W4385275507","doi":"10.12688/wellcomeopenres.16259.10","title":"A living mapping review for COVID-19 funded research projects: final (27 month) update","year":2023,"lang":"en","type":"preprint","venue":"Wellcome Open Research","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health; Institute of Infection and Immunity; Canadian Institutes of Health Research","funders":"European Commission; UK Research and Innovation; Department of Health, Social Services and Public Safety, UK Government; Wellcome Trust; Wellcome","keywords":"Preparedness; Coronavirus disease 2019 (COVID-19); Political science; Pandemic; Global health; Economic growth; Library science; Geography; Disease; Infectious disease (medical specialty); Medicine; Health care; Computer 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":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.07927531,0.0005554692,0.001875267,0.001973264,0.001303754,0.001373751,0.00395056,0.0006095843,0.00442525],"category_scores_gemma":[0.03327261,0.0004941073,0.0004879762,0.002965278,0.0005152202,0.0001710307,0.01257532,0.005417555,0.001788171],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002158605,"about_ca_system_score_gemma":0.02451206,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01809497,"about_ca_topic_score_gemma":0.0006087544,"domain_scores_codex":[0.9845372,0.004177072,0.001554446,0.002579832,0.003970225,0.003181199],"domain_scores_gemma":[0.9832893,0.006995247,0.0003143465,0.003512076,0.00281146,0.00307754],"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":[0.0007696056,0.0006867147,0.0008891721,0.1181854,0.0003264248,0.000420907,0.0008516037,0.00002077753,0.000006967464,0.004540816,0.8536589,0.01964275],"study_design_scores_gemma":[0.001815187,0.0007376481,0.001071718,0.04156892,0.000093005,0.00003283457,0.002761922,0.002395924,0.000001960071,0.009684112,0.9392971,0.0005396608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00465061,0.0700722,0.002072738,0.627075,0.002437977,0.1223092,0.002165632,0.0008592021,0.1683574],"genre_scores_gemma":[0.04607386,0.2831522,0.01948988,0.03575809,0.007007537,0.05475458,0.007235141,0.001567532,0.5449612],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5913169,"threshold_uncertainty_score":0.9999964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7564083019287778,"score_gpt":0.5881161799547969,"score_spread":0.1682921219739809,"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."}}