Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
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.
VenueEmerging infectious diseases · 2008
Typearticle
Languageen
FieldMedicine
TopicMosquito-borne diseases and control
Canadian institutionsnot available
FundersU.S. Fish and Wildlife ServiceDirectorate for Biological SciencesBavarian NordicThailand Science Research and InnovationNational Center for Genetic Engineering and BiotechnologyDepartment for International DevelopmentAnimal and Plant Health AgencyCalifornia Department of Fish and WildlifeLiverpool John Moores UniversityThailand Science ParkChulalongkorn UniversityGovernment of the United KingdomUniversity of TorontoNational Research FoundationEuropean Centre for Disease Prevention and ControlEisaiNational Institute for Health Research Health Protection Research UnitUniversity of OxfordNational Institute for Health and Care ResearchQueensland HealthMinistère de l'Education Nationale, de l'Enseignement Superieur et de la RechercheNational Research Foundation of UkraineMedical Research CouncilDepartment of Health and Social CareNational Institutes of HealthAgricultural Research Development AgencyNational Institute of Allergy and Infectious DiseasesAgence Nationale de la RechercheMinistry of Science and Higher Education of the Russian FederationWellcome TrustAstraZenecaRoyal Veterinary CollegeBill and Melinda Gates FoundationMcMaster UniversityBerlin Institute of HealthU.S. Department of Health and Human Services
KeywordsJapanese encephalitisVirologyVirusRelocationTransmission (telecommunications)EncephalitisBiologyHost (biology)Veterinary virologyEcology
Abstract
fetched live from OpenAlexTo determine whether relocating domestic pigs, the amplifying host of Japanese encephalitis virus (JEV), decreased the risk for JEV transmission to humans in northern Australia, we collected mosquitoes for virus detection. Detection of JEV in mosquitoes after pig relocation indicates that pig relocation did not eliminate JEV risk.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score1.000
Codex and Gemma teacher scores by category
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.
Teacher spread0.277 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
