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Record W4328052033 · doi:10.1089/jicm.2022.0665

Naturopathic Workforce: A Global Resource Toward the <i>Declaration of Astana</i> Goals—A Multimethods Study

2023· article· en· W4328052033 on OpenAlexaff
Jill Dunn, Iva Lloyd, Amie Steel, Jon Adams, Jon Wardle

Bibliographic record

VenueJournal of Integrative and Complementary Medicine · 2023
Typearticle
Languageen
FieldMedicine
TopicComplementary and Alternative Medicine Studies
Canadian institutionsCanadian College of Naturopathic Medicine
Fundersnot available
KeywordsDeclarationWorkforceNaturopathyResource (disambiguation)BusinessPolitical scienceMedicineAlternative medicineComputer scienceLaw

Abstract

fetched live from OpenAlex

Introduction:The World Health Organization identified health to be the most important social goal and the 1978 Declaration of Alma Ata placed primary health care central to its attainment and the UN Sustainable Development Goals (SDGs) as the template. The Astana Declaration called on a change of focus in primary care, from treatment of specific diseases to the prevention and inclusion of both scientific and traditional knowledge. Such objectives require public–private partnerships in providing health care, including traditional and complementary medicine systems such as naturopathy that align. However, there is limited understanding of global regulatory frameworks and officially recognized training for naturopathy. Materials and Methods:This descriptive study employs an adapted mixed-methods explanatory framework to examine naturopathy regulation and education. Analysis merges data arising from a descriptive policy analysis of regulation from 36 countries and survey analysis from 65 naturopathic organizations from 29 countries. Results:Four types of workforce regulation were identified within 107 countries where naturopathy was practiced—statutory registration or occupational licensing, coregulation, negative licensing, and voluntary certification. No form of naturopathic regulation was most common. Higher graduate/postgraduate education and access to a broader range of practices were more frequently reported in countries where naturopathy is statutory regulated. Government audits were more frequently reported where naturopathy was statutory regulated or coregulated. Discussion:Naturopathic philosophy and practice align with primary health care goals outlined in the Declaration of Astana. The naturopathic workforce represents an untapped health care resource with a demonstrated track record of translating these aspirational goals into practice. However, naturopathy remains inconsistently regulated globally, serving as a significant barrier to partnering with other health system actors to attain the health-related SDGs. Workforce regulation for the naturopathic profession offers increased standards, reduced risks, integrative health workforce planning, and assistance to countries toward achieving the promise of the Declaration of Astana.

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)0.002
metaresearch head score (Gemma)0.001
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 score0.415
Threshold uncertainty score0.526

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.123
GPT teacher head0.424
Teacher spread0.302 · 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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