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The unfinished agenda of communicable diseases among children and adolescents before the COVID-19 pandemic, 1990-2019: a systematic analysis of the Global Burden of Disease Study 2019.
Bibliographic record
VenueApollo (University of Cambridge) · 2023
Typearticle
Languageen
FieldHealth Professions
TopicHealth Literacy and Information Accessibility
Canadian institutionsnot available
FundersStudent Research Committee, Tabriz University of Medical SciencesFaculty of Medicine and Health, University of SydneyNational Health and Medical Research CouncilDirectorate for Biological SciencesMedical Research CouncilDebre Tabor UniversityNational Agency for Strategic Research in Medical EducationGeorge Institute for Global HealthUniversitätsklinikum HeidelbergAmol University of TechnologyApplied Molecular Biosciences UnitLorestan University of Medical SciencesGastrointestinal and Liver Diseases Research CenterHawassa UniversityUniversity of ZanjanShahid Sadoughi University of Medical SciencesUniversitatea de Medicină şi Farmacie "Carol Davila" BucureştiFourth Military Medical UniversityUniversity of TabrizUniversidade do PortoShahid Beheshti University of Medical SciencesKermanshah University of Medical SciencesShahrekord University of Medical SciencesCharles Sturt UniversityBirjand University of Medical SciencesInstituto de Salud Carlos IIIShiraz UniversityAhvaz Jundishapur University of Medical SciencesShahrekord UniversityBahir Dar UniversityHaramaya UniversityState Government of VictoriaHamadan University of Medical SciencesUniversity of OttawaShiraz University of Medical SciencesSouthern University of Science and TechnologyIsfahan University of Medical SciencesTabriz University of Medical SciencesUniversity of WashingtonUniversità degli Studi di MilanoBill and Melinda Gates FoundationUniversitat de ValènciaUniversity College LondonIndian Council of Medical ResearchMinistry of Health and Medical EducationZanjan University of Medical SciencesKU LeuvenUniversiteit MaastrichtPublic Health Foundation of IndiaInstitute for Health Metrics and EvaluationKing's College LondonCooperativa de Ensino Superior Politécnico e UniversitárioUniversity of GondarUniversità degli Studi del Piemonte OrientaleGuilan University of Medical SciencesNational Institute for Health and Care ResearchPolitechnika GdańskaIran University of Medical SciencesImperial College LondonBaqiyatallah University of Medical SciencesMaragheh University of Medical SciencesWollega UniversityYasuj University of Medical SciencesBadan Riset dan Inovasi NasionalBabol University of Medical SciencesMazandaran University of Medical SciencesHarvard UniversityChildren’s Hospital of Wisconsin Research InstituteErasmus Universitair Medisch Centrum RotterdamMurdoch Children's Research InstituteSyddansk UniversitetKashan University of Medical SciencesThomas Jefferson University
KeywordsNon-communicable diseaseBurden of diseaseDisease burdenContext (archaeology)Years of potential life lostCommunicable diseaseDiseasePublic healthDisability-adjusted life year
DOInot available
Abstract
OpenAlex records an abstract for this work, but it could not be fetched just now.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
metaresearch head score (Codex)0.016
metaresearch head score (Gemma)0.031
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.078
Threshold uncertainty score0.154
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.016 | 0.031 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.011 |
| Bibliometrics | 0.008 | 0.012 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.030
GPT teacher head0.354
Teacher spread0.325 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations0
Published2023
Admission routes1
Has abstractyes