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Record W4377010923 · doi:10.1097/phh.0000000000001758

Overview of the Health Communication Curriculum in Canadian Master of Public Health Programs

2023· article· en· W4377010923 on OpenAlexafffundabout
Melissa MacKay, Yan Li, Andrew Papadopoulos, Jennifer E. McWhirter

Bibliographic record

VenueJournal of Public Health Management and Practice · 2023
Typearticle
Languageen
FieldHealth Professions
TopicPublic Health Policies and Education
Canadian institutionsUniversity of Guelph
FundersCanadian Institutes of Health Research
KeywordsPublic healthCurriculumHealth communicationAgency (philosophy)Health literacyMedical educationContext (archaeology)Core competencyPublic relationsMedicinePsychologyNursingPolitical scienceHealth carePedagogyBusinessSociology

Abstract

fetched live from OpenAlex

CONTEXT: Competency-based public health education ensures practitioners are well equipped to positively influence the health of the public. The Public Health Agency of Canada's Core Competencies for Public Health has named communication as an essential competency area for practitioners. However, little is known about how Master of Public Health (MPH) programs in Canada support trainees in developing the recommended core competencies in communication. OBJECTIVE: Our research aims to provide an overview of the extent to which communication is embedded in the curriculum of MPH programs in Canada. DESIGN: We conducted an online scan of Canadian MPH course titles and descriptions to determine how many MPH programs offer communication-focused courses (ie, health communication), knowledge mobilization courses (eg, knowledge translation), and other courses that may support communication skills. Two researchers coded the data; discrepancies were resolved via discussion. RESULTS: Of the 19 MPH programs in Canada, less than half (n = 9) offer courses specifically focused on communication (ie, health communication); these courses are mandatory in only 4 programs. Seven programs offer knowledge mobilization courses; none are mandatory. Sixteen MPH programs offer a total of 63 other public health courses that are not focused on communication but contain communication terms (eg, marketing, literacy) in their course descriptions. No Canadian MPH program has a communication-focused stream or option. CONCLUSION: Canadian-trained MPH graduates may not be receiving sufficient communication training to equip them for effective and precise public health practice. This is particularly concerning, given that current events have underlined the importance of health, risk, and crisis communication.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.902
Threshold uncertainty score0.712

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0090.011
Science and technology studies0.0040.001
Scholarly communication0.0020.001
Open science0.0020.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0080.001

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 head0.411
GPT teacher head0.533
Teacher spread0.122 · 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 source (direct Gemma or distilled Codex), 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

Citations8
Published2023
Admission routes3
Has abstractyes

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