Global and regional molecular epidemiology of HIV-1, 1990–2015: a systematic review, global survey, and trend analysis
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
No Canadian affiliation. An affiliation-only frame — the usual design — would never have seen this work. It is one of the works that make the case for inverting the frame.
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.321 · 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 it
Abstract
No abstract. This is not a gap in this database — OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
The record
- Venue
- The Lancet Infectious Diseases
- Topic
- HIV Research and Treatment
- Field
- Immunology and Microbiology
- Canadian institutions
- —
- Funders
- Medical Research CouncilFundação Oswaldo CruzAristotle University of ThessalonikiAbbott LaboratoriesUniversity of EdinburghKyoto UniversityUniversity of GhanaUniversity of North CarolinaWorld Health OrganizationUniversity of TokyoLos Alamos National LaboratoryMahidol UniversityNoguchi Memorial Institute for Medical Research, University of GhanaNational Cancer Research InstituteKyushu UniversityKU LeuvenInstituto Nacional de CiberseguridadUniversity of OxfordIstituto Superiore di SanitàSeoul National UniversityCity, University of LondonDuke UniversityUniversity of SydneyUniversity College DublinInstitut PasteurUniversity College LondonAcademy of Medical SciencesNational Institute for Health and Care ResearchLinacre College, University of OxfordMinisterio de Salud de la NaciónRockefeller UniversityInstituto de Salud Carlos IIIWentworth Institute of TechnologyWashington University School of Medicine in St. LouisPublic Health Agency of CanadaLondon School of Hygiene and Tropical MedicineMinistry of HealthSchool of Medicine, Vanderbilt UniversityUniversity of BirminghamAddis Ababa UniversityHenry M. Jackson FoundationUniversity of Hawai'iUniversity of Cape TownSchool of Medicine, Emory UniversitySchool of Medicine, New York UniversityOxford University Clinical Academic Graduate SchoolUniversidad de Buenos AiresHealth and Environmental Sciences InstituteKarolinska InstitutetUniversity of MarylandUniversity of PennsylvaniaUniversity of WashingtonHarvard School of Public Health
- Keywords
- Human immunodeficiency virus (HIV)EpidemiologyMolecular epidemiologyRegional scienceData scienceGeographyMedicineEnvironmental healthFamily medicineComputer scienceBiologyPathologyGenetics
- Has abstract in OpenAlex
- no