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Record W4408064960 · doi:10.1186/s12889-025-22056-0

How have PHEIC determinations changed since the COVID-19 pandemic? A document analysis of 101 WHO International Health Regulations Emergency Committees’ statements

2025· article· en· W4408064960 on OpenAlexaff
Kevin Hemmat, Michelle Amri, Daniel Eisenkraft Klein

Bibliographic record

VenueBMC Public Health · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Security and Public Health
Canadian institutionsUniversity of British ColumbiaSimon Fraser University
Fundersnot available
KeywordsMedicinePandemicPublic healthBiostatisticsCoronavirus disease 2019 (COVID-19)2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)EpidemiologyEnvironmental healthCoronavirus InfectionsMedical emergencyFamily medicineVirologyInfectious disease (medical specialty)NursingPathologyOutbreak

Abstract

fetched live from OpenAlex

BACKGROUND: The World Health Organization (WHO) is chiefly responsible for declaring a Public Health Emergency of International Concern (PHEIC). The WHO makes the assessment on whether to declare a formal PHEIC if the event fulfils three criteria: (i) it is an extraordinary event, (ii) is a public health risk to other States through the international spread of disease, and (iii) potentially requires a coordinated international response. There have been seven PHEIC declarations, including for the 2009 H1N1 flu pandemic, Ebola and Polio outbreaks, the COVID-19 pandemic, and most recently, the mpox outbreak. While the WHO's approach to PHEIC declarations prior to COVID-19 has been previously analyzed, there has been limited scholarly attention to how the approach has shifted since the pandemic. Given that COVID-19 constitutes the most severe pandemic in a century, this study empirically assesses how the PHEIC declaration process has been impacted by, and what has changed during and after, the COVID-19 pandemic. METHOD: A document analysis of 101 WHO International Health Regulations Emergency Committees' (EC) statements was undertaken with inductive thematic analysis. The thematic analysis focused on identifying common patterns in the EC statements to ascertain changes to PHEICs since COVID-19. RESULTS: Three primary themes emerged from our analysis: (i) this work affirms previous findings that the rationale for a PHEIC declaration and the criteria used to declare PHEICs have been applied inconsistently; (ii) since the COVID-19 pandemic, there has been a greater focus in explaining and justifying the use of the three criteria for PHEIC declarations and terminations; and (iii) since the COVID-19 pandemic, there has been increased detail, discussion, and structure in IHR EC statements. DISCUSSION: This analysis suggests that changes to the PHEIC process are needed and we present two primary recommendations: first, to create a new standardized interpretation of PHEIC criteria; and second, for the WHO EC to reaffirm its commitment to clear and transparent communications. CONCLUSION: Given changes to the PHEIC declaration process following the COVID-19 pandemic, it is evident that reforms are necessary to ensure a more consistent, transparent, and effective global health response moving forward. Our recommendations, if adopted, could significantly enhance the WHO's ability to respond to future global health crises, ensuring more consistent and transparent decision-making in PHEIC declarations, and ultimately strengthening international preparedness and cooperation.

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 distilled prediction

Teacher imitation

Not 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)0.009
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.967
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.132
GPT teacher head0.466
Teacher spread0.335 · 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 teacher head, not a consensus.

Study designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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