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Record W6990117276

Covid reflections: a reader

2025· other· en· W6990117276 on OpenAlexaboutno aff

Bibliographic record

VenueInsight (University of Cumbria) · 2025
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsRedressContext (archaeology)CLARITYPandemicPoliticsPublic healthGovernment (linguistics)Coronavirus disease 2019 (COVID-19)
DOInot available

Abstract

fetched live from OpenAlex

This is a collection of personal and professional reflective experiences shaped by the Covid crisis from across the UK public health community, curated and edited by Royal Society for Public Health colleagues Colonel David Bates and Richard Shircore (David also leads the context discussion). This Reader consists of seven independent papers reflecting on the Covid Pandemic from March 2020 to October 2022. Its development has been prompted by the Hallet Enquiry (sic) into the crisis created by the event that continues to shape socioeconomic and political conditions in the UK and globally which continue to severely weaken human security. The team felt that although the strategic response to the pandemic was being considered in detail no strategy can be formulated without understanding how it impacts on the field workers, planning staffs and the public. This Reader seeks to redress this knowledge deficit. The Editors used their personal contacts and social media to request contributions starting in October 2023 and are very grateful for the frank and fulsome response of contributors. Apart from editing some sections, for clarity and focus, the Editors have not attempted to influence any of the content, hence each paper appears unique in the author’s original style including typography. This provides a strong ethnographic message that this is about individual understanding turned into intelligent discourse through personal reflection. Each author was invited to reflect on the issues following their professional or clinical experience of ‘Covid’ that impacted on their responsibilities and areas of influence in order to address the challenge of how pandemics and epidemics could or should be managed better. A common theme is that both prevention and management of pandemics are significantly enhanced by political and health policy adhering to the key elements of the Ottawa Charter which has health security at its core. The authors were therefore specifically requested to focus on their reflections with a view to gathering their qualitative opinions based on their expertise rather than crafting an academic paper for peer review with references. This collection may serve as the framework for a formal paper in due course, with the benefit of a ‘Reader’ keeping the Contributors free from Editorial direction. Authors and contributions: Colonel David Bates ARRC - Global Health Security in the Age of CoViD -19; Professor John Ashton CBE - The Diary of a Plague; Major (Retired) Laura Morgan RAMC - The Civil-Military Perspective; Professor Maggie Rae CBE - Covid Reflections; Richard Shircore MSc FRSPH - An Alternative to Lockdown? Try a Different Paradigm; Iain Stainton, University of Cumbria Lecturer - Policing Covid; Ann Wylie FRSPH - Revising Health promotion courses linked to reflections from Covid-19.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.014
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0190.005

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 head0.039
GPT teacher head0.273
Teacher spread0.234 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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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