The World Health Network: a global citizens' initiative
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.
Bibliographic record
Abstract
The COVID-19 pandemic has cost more than 4 million lives, left millions of people with persistent symptoms (ie, long COVID), and has devastated societies, with already disadvantaged communities being hit hardest. The tragedy is that much of this harm was preventable, as shown early on by many Asia-Pacific countries that pursued elimination of COVID-19 and protected both their public health and economies.1Baker MG Wilson N Blakely T Elimination could be the optimal response strategy for covid-19 and other emerging pandemic diseases.BMJ. 2020; 371m4907Google Scholar, 2Oliu-Barton M Pradelski BSR Aghion P et al.SARS-CoV-2 elimination, not mitigation, creates best outcomes for health, the economy, and civil liberties.Lancet. 2021; 397: 2234-2236Google Scholar, 3Philippe C Marques N The Zero Covid strategy continues to protect people, economies and freedoms more effectively.https://www.institutmolinari.org/wp-content/uploads/sites/17/2021/09/zero-covid-whn-sept2021.pdfDate: Sept 21, 2021Date accessed: October 10, 2021Google Scholar The rest of the world can still work towards elimination. The World Health Network (WHN) is a coalition of citizens and experts who are committed to global action to protect public health through progressive elimination of COVID-19. Elimination means bringing cases down to sufficiently low numbers so that no community transmission occurs for extended periods of time. Outbreaks might occur but will be rapidly detected and controlled. Despite the manifest success of this approach, many governments rejected it outright, and after repeated lockdowns and substantial losses to life and economy, these governments now speak of learning to live with the virus. Many governments' responses have been shaped by false dichotomies, pitting public health against the economy and collective wellbeing against individual liberty.1Baker MG Wilson N Blakely T Elimination could be the optimal response strategy for covid-19 and other emerging pandemic diseases.BMJ. 2020; 371m4907Google Scholar, 2Oliu-Barton M Pradelski BSR Aghion P et al.SARS-CoV-2 elimination, not mitigation, creates best outcomes for health, the economy, and civil liberties.Lancet. 2021; 397: 2234-2236Google Scholar, 3Philippe C Marques N The Zero Covid strategy continues to protect people, economies and freedoms more effectively.https://www.institutmolinari.org/wp-content/uploads/sites/17/2021/09/zero-covid-whn-sept2021.pdfDate: Sept 21, 2021Date accessed: October 10, 2021Google Scholar Effective responses have been hampered by vested interests,4Yamey G Gorski DH Covid-19 and the new merchants of doubt.https://blogs.bmj.com/bmj/2021/09/13/covid-19-and-the-new-merchants-of-doubtDate: Sept 13, 2021Date accessed: October 14, 2021Google Scholar rampant and organised misinformation, short-term thinking, and resistance to important facts, including airborne transmission, the role of children and schools in transmission, and the value of facemasks and ventilation. Exceptionalism (ie, a belief that the consequence of similar policies will somehow be different in a given context), the refusal to learn from experiences of other countries, and the failure to adopt the precautionary principle (ie, taking action in the face of uncertainty to prevent harm, such as the use of masks to prevent the spread of an airborne pathogen) led to the same avoidable errors being repeated in different countries. Even the arrival of effective vaccines, which are traditionally the basis of elimination, has not changed the thinking of many governments that ongoing community transmission with inevitable consequences of death and disability for many people should be accepted. Additionally, the reliance on vaccination alone as the main response strategy to the pandemic without controlling transmission risks the emergence of dangerous escape variants.5Rella SA Kulikova YA Dermitzakis ET Kondrashov FA Rates of SARS-CoV-2 transmission and vaccination impact the fate of vaccine-resistant strains.Sci Rep. 2021; 1115729Google Scholar An effective global strategy is required with solidarity and collective action at the individual, local, national, and international levels for progressive elimination of COVID-19. This major change in direction from a strategy of living with the virus to global progressive elimination will require the involvement of citizens with diverse expertise, including scientists, journalists, health-care workers, educators, lawyers, ethicists, human rights groups, and people with first-hand experience of COVID-19. To meet this need, we have created the WHN: an international grassroots initiative. The WHN includes independent advisory and advocacy teams and citizens' action initiatives (appendix). Over the past year, our members have guided successful elimination efforts in multiple countries,6Baker M Kvalsvig A Verrall AJ Telfar-Barnard L Wilson N New Zealand's elimination strategy for the COVID-19 pandemic and what is required to make it work.N Z Med J. 2020; 133: 10-14Google Scholar advised governments and institutions, built accessible data analytical platforms (eg, the End Coronavirus platform), advocated for airborne precautions and school safety,7Workplace Health Without BordersWHWB co-sponsors letter to Canadian officials on aerosol spread of COVID-19.https://whwb.org/whwb-co-sponsors-letter-to-canadian-officials-on-aerosol-spread-of-covid-19Date: Jan 7, 2021Date accessed: October 7, 2021Google Scholar produced scientific consensus documents,8Alwan NA Burgess RA Ashworth S et al.Scientific consensus on the COVID-19 pandemic: we need to act now.Lancet. 2020; 396: e71-e72Google Scholar and engaged in public communication and community-based efforts to promote individual and public health. On July 14–15, 2021, we held the Global Summit to End Pandemics virtually, connecting 70 crossdisciplinary and crosscountry teams and over 300 scientists and other advocates. We aim to achieve elimination by assembling rigorous scientific evidence and guidelines; sharing experience and expertise between countries; coordinating international strategies and actions; empowering citizen actions to improve public health, support vaccine uptake, and shape policy; addressing the role of inequality, inequity, and marginalisation in health; campaigning for vaccine equity and sharing; and challenging misinformation, nationalism, and exceptionalism. The WHN is a citizens' initiative, bringing together like-minded experts and passionate advocates of public health. It is independent from any political body or government, being guided by compassion, scientific rigour, transparency, social justice, and value for life, which have been absent in many pandemic strategies. The challenges facing the world are daunting, but we believe that this movement will help to progressively eliminate SARS-CoV-2, build more resilient and fairer systems than currently exist to support the health of all, and tackle global challenges beyond COVID-19, including structural inequalities and climate change. Join us to contribute to this global community. MM, GS, CPa, and SM are members of the Independent Scientific Advisory Group for Emergencies, and RW and JD are members of its behavioural subgroups. ZH is a member of OzSAGE. TR advises on the Independent Scientific Advocacy Group, Ireland. All other authors declare no competing interests. YB-Y, DG, and MGB contributed equally. Signatories of this Correspondence are listed in the appendix. Download .pdf (.23 MB) Help with pdf files Supplementary appendix
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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.130 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it