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Record W4362519371 · doi:10.54434/candj.135

Retention and Registration Status of Naturopathic Doctors from Accredited Naturopathic Educational Programs in Canada – A Cross-Sectional Analysis

2023· article· en· W4362519371 on OpenAlexaffvenueabout
Iva Lloyd, Kieran Cooley, Shawn O’Reilly, Paul R. Saunders

Bibliographic record

VenueCAND Journal · 2023
Typearticle
Languageen
FieldMedicine
TopicComplementary and Alternative Medicine Studies
Canadian institutionsCanadian College of Naturopathic Medicine
Fundersnot available
KeywordsGraduation (instrument)NaturopathyCertificationAccreditationMedicineFamily medicineCross-sectional studyMedical educationAlternative medicineManagement

Abstract

fetched live from OpenAlex

Objective: This cross-sectional analysis describes the entry to practice and continuing registration of cohorts from the two accredited naturopathic medical educational programs in Canada. Methods: Cohorts from the Canadian College of Naturopathic Medicine (CCNM)-Toronto and CCNM-Boucher were included and analyzed based on jurisdiction of registration, time between graduation and registration, current registration status, and the percentage achieving advanced training and certification. Results: A total of 565 graduates from CCNM-Toronto and 296 graduates from CCNM-Boucher were analyzed. 53.3% (n=459) were registered with the naturopathic regulator in Ontario, 34.0% (n=293) with the naturopathic regulator in British Columbia, 9.1% (n=78) with other regulators or professional associations in Canada and 3.6% (n=31) internationally. 47.3% (n=360) acquired registration within 5 to 7 months of graduation and 23.1% (n=176) within 8 to 11 months. The registration status of 74.8% (n=644) was listed as active. Of the naturopathic doctors (NDs) working in jurisdictions where these certifications are optional, 69.0% (n=392) had their prescribing certification and 49.8% (n=302) had their Intravenous and Injection Therapies (IVIT) certification. Conclusion: This cross-sectional analysis indicated that 2 to 3 years following graduation, the NDs sampled have a similar or higher retention rate as other healthcare professionals. The majority of graduates are registered to practice in the same province as the naturopathic program they attended. A higher percentage of NDs practicing in British Columbia than in Ontario have additional training and certification in prescribing and intravenous therapies, which may be a reflection of the broader scope of practice in that province.

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)0.001
metaresearch head score (Gemma)0.003
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.994
Threshold uncertainty score0.175

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.068
GPT teacher head0.338
Teacher spread0.270 · 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

Citations0
Published2023
Admission routes3
Has abstractyes

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