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Record W4308929060 · doi:10.1016/j.echu.2022.09.001

A Brief Review of Chiropractic Educational Programs and Recommendations for Celebrating Education on Chiropractic Day

2022· review· en· W4308929060 on OpenAlexaff
Claire Johnson, Bart N. Green, Richard A. Brown, Ana Facchinato, Stephen A. Foster, Martha A. Kaeser, Randy L. Swenson, Michael J. Tunning

Bibliographic record

VenueJournal of Chiropractic Humanities · 2022
Typereview
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsCanadian Chiropractic Association
Fundersnot available
KeywordsChiropracticAccreditationMedicineMedical educationAlternative medicineProfessional associationProfessional developmentEngineering ethicsPolitical sciencePublic relationsEngineering

Abstract

fetched live from OpenAlex

Objective: The purpose of this article is to provide an overview of the growth of chiropractic education globally and a chronological list of current training programs. Another purpose is to provide exemplars of enduring programs and offer suggestions for how chiropractic practitioners may celebrate education on Chiropractic Day, which is September 18. Discussion: Chiropractic education has transformed considerably over the past 125 years, and there are now 52 programs globally. We consider the 5 longest-existing chiropractic programs and propose hypotheses for what may have contributed to their durability. In addition, we offer ideas and opportunities for how chiropractic practitioners may focus on chiropractic education when celebrating the founding of the profession. Conclusion: Since its inception, chiropractic education has expanded around the world and continues to develop. Recognized accreditation agencies and testing organizations are ensuring that standards of education are established and maintained internationally. With innovation, international collaboration, and a commitment to continuous professional development, the future of chiropractic education is bright. We urge chiropractic practitioners from all over the world to celebrate these accomplishments on Chiropractic Day.

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)0.002
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.009
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0060.006
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0090.002

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.

Opus teacher head0.112
GPT teacher head0.414
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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations8
Published2022
Admission routes1
Has abstractyes

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