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Record W4388567845 · doi:10.1186/s12992-023-00985-y

Healthcare workers’ freedom of movement in times of pandemics: an emerging norm of customary international law

2023· article· en· W4388567845 on OpenAlexaboutno aff
Andrés Constantin, Aliya Sternstein

Bibliographic record

VenueGlobalization and Health · 2023
Typearticle
Languageen
FieldComputer Science
TopicCOVID-19 Digital Contact Tracing
Canadian institutionsnot available
Fundersnot available
KeywordsHealth careFreedom of movementPandemicNorm (philosophy)Political scienceNegotiationMandateLawEconomic growthPublic relationsMedicineEconomicsCoronavirus disease 2019 (COVID-19)

Abstract

fetched live from OpenAlex

BACKGROUND: A shortage of healthcare workers can hinder the ability to prepare for and respond to global security threats caused by diseases that are prone to pandemics. During the COVID-19 pandemic, the shortage of healthcare workers became a growing concern worldwide. Recognizing these challenges, countries adopted measures to ensure healthcare workers' freedom of movement in the face of the COVID-19 pandemic. As the WHO continues the negotiation process to reform the 2005 International Health Regulations and to adopt a new Pandemic Treaty, with one key provision relating to healthcare workers' mobility, questions remain as to whether States will actually adopt a binding international legal instrument or whether its effectiveness will be watered down by the intrinsic vulnerabilities of an international legal system that has (too) often been unable to tame geopolitical interests. Considering these challenges, we assessed the emergence of a norm of customary international law allowing the free movement of healthcare workers during pandemics. METHODS: Our study examined the laws and policies adopted during the COVID-19 pandemic concerning healthcare workers' mobility in 10 countries, representing all continents. The country selection was based on regional representation and a preliminary analysis indicating their early adoption of measures related to healthcare workers' mobility. Temporal limits were set. To gather relevant data, we employed various methods including research databases, media sources, and the COVID-19 Law Lab database. RESULTS: Our research identified and assessed instances of state practice and evidence of opinio juris to determine whether a norm of customary international law mandating states to ensure healthcare workers' freedom of movement during pandemics exists. The findings indicate a strong consensus towards ensuring the free movement of healthcare workers in times of pandemics as a way to respond to outbreaks of disease. Within months, Argentina, Colombia, Kenya, South Africa, India, Japan, Spain, the United Kingdom, Canada, and the United States, ten nations representing most regions of the world, recognized, as law, the practice of excluding healthcare workers from prohibitions on movement. CONCLUSION: Ultimately, this discussion is critical for global health because if a norm does exist in this regard, it will further strengthen pandemic legal preparedness efforts. As such, it becomes clear that the reform of the 2005 International Health Regulations and/or the adoption of a new pandemic treaty will bolster the strength of this emerging norm of customary international law and crystallize it. These legal instruments would propel a norm that is already in the process of formulation into existence. Thus, crystallizing a norm that is otherwise emerging among states.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.646
Threshold uncertainty score0.802

Codex and Gemma teacher scores by category

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

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 head0.043
GPT teacher head0.347
Teacher spread0.303 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations1
Published2023
Admission routes1
Has abstractyes

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