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Record W4400947107 · doi:10.1101/2024.07.23.24310825

Effectiveness of Pasteurization for the Inactivation of H5N1 Influenza Virus in Raw Whole Milk

2024· preprint· en· W4400947107 on OpenAlexafffund
Tamiru N. Alkie, Neda Nasheri, Pablo Romero-Barrios, Angela Catford, Jay Krishnan, Lemarie Pama, Kathleen Hooper‐McGrevy, Charles Nfon, Todd Cutts

Bibliographic record

VenuemedRxiv · 2024
Typepreprint
Languageen
FieldMedicine
TopicInfluenza Virus Research Studies
Canadian institutionsUniversity of GuelphUniversity of SaskatchewanHealth CanadaUniversity of ManitobaPublic Health Agency of CanadaUniversity of OttawaCanadian Food Inspection Agency
FundersHealth CanadaCanadian Food Inspection Agency
KeywordsPasteurizationInfluenza A virus subtype H5N1Raw milkBiologyFood scienceAvian influenza virusHighly pathogenicVirusVirology

Abstract

fetched live from OpenAlex

Abstract Highly pathogenic avian influenza (HPAI) clade 2.3.4.4b H5Nx viruses continue to cause episodic incursions and have been detected in more than 12 taxonomic orders encompassing more than 80 avian species, land and marine mammals, including recent detections in dairy cattle. The HPAI H5N1 spillover to these important livestock species creates a new interface for human exposure and raises food safety concerns. Presence of H5N1 genetic material in one out of five retail pasteurized milk samples in the USA has prompted the evaluation of pasteurization processes for the inactivation of influenza viruses. Our study examined whether pasteurization could effectively inactivate HPAI H5N1 inoculated raw whole milk samples. We heated 1 mL of non-homogenized cow’s milk samples to attain an internal temperature of 63°C or 72°C and spiked with 6.3 log EID 50 of clade 2.3.4.4b H5N1 virus. Complete inactivation was achieved after incubation of the H5N1 spiked raw milk at 63°C for 30 minutes. In addition, complete viral inactivation was observed in seven out of eight replicates of raw milk samples treated at 72°C for 15 seconds. In one replicate, a 4.56 log reduction was achieved, which is about 1 log higher than the average viral quantities detected in bulk tanks in affected areas. Therefore, we conclude that pasteurization of milk is an effective strategy for mitigation of risk of human exposure to milk contaminated with H5N1 virus.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.076
GPT teacher head0.396
Teacher spread0.320 · 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

Classification

machine, unvalidated

Machine 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 designBench or experimental
Domainnot available
GenreEmpirical

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

Citations2
Published2024
Admission routes2
Has abstractyes

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