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Record W3088742944 · doi:10.14745/ccdr.v46i09a05

The role of Force Health Protection in the Canadian Armed Forces’ response to the COVID-19 pandemic

2020· review· en· W3088742944 on OpenAlexafffundvenueabout
Heather McCuaig Edge, Samantha Carlucci, Diane Lu

Bibliographic record

VenueCanada Communicable Disease Report · 2020
Typereview
Languageen
FieldHealth Professions
TopicDisaster Response and Management
Canadian institutionsCanadian Armed Forces
FundersMinistère de la Défense NationaleCanadian Armed Forces
KeywordsMandatePublic healthPersonal protective equipmentPandemicBusinessInternational Health RegulationsCoronavirus disease 2019 (COVID-19)Surge CapacityContact tracingPublic relationsPolitical scienceEnvironmental healthMedicineNursingDiseaseInfectious disease (medical specialty)Law

Abstract

fetched live from OpenAlex

Within the Canadian Armed Forces (CAF), public health is managed by the Directorate of Force Health Protection (DFHP), a branch of the Canadian Forces Health Services Group. Since the emergence of the novel coronavirus (SARS-CoV-19), DFHP has become heavily involved in health surveillance, outbreak monitoring, policy development, providing evidence-based guidance and advice, liaising with other national, provincial and territorial, municipal and international public health agencies, and ensuring environmental safety of CAF members. Some specific activities include supporting operations and deployments, amending policies and training and promoting hand hygiene, physical distancing and personal protective equipment use. In addition to taking measures to protect its members, CAF-Department of National Defence has contributed to Canada's national response to coronavirus disease 2019 (COVID-19). The DFHP will be developing training for allied health professionals to assist with contact tracing and follow-up, and will ensure adequate resources are in place to manage surge capacity for COVID-19. With these ongoing efforts, initiatives and lessons learned, DFHP is well placed to carry on with its mandate to protect and promote the health and well-being of CAF members and National Defence civilian employees, assisting Canadians and ensuring that CAF members are ready to serve their missions at home and abroad.

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)0.010
metaresearch head score (Gemma)0.005
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: Review · Consensus signal: Review
Teacher disagreement score0.719
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0100.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0000.002
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 head0.169
GPT teacher head0.453
Teacher spread0.285 · 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
GenreReview

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

Citations6
Published2020
Admission routes4
Has abstractyes

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