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Record W794964316 · doi:10.51415/10321/1053

A comparative analysis of six international chiropractic regulatory systems

2014· dissertation· en· W794964316 on OpenAlexaboutno aff
Justin Adams

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsnot available
Fundersnot available
KeywordsChiropracticLegislationLegislatureFunction (biology)Political scienceLegitimacyScope (computer science)Variety (cybernetics)DeskPublic relationsMedicinePublic administrationAlternative medicineLawPoliticsComputer scienceBiologyPathology

Abstract

fetched live from OpenAlex

Background: The function and roles of legislation primarily provide a protective function for the public by preserving their fundamental rights. Legislation also maintains the legitimacy of the professions and aids in defining the scope of practice within the profession. Legislation may however affect the international migration of practitioners, in addition to geographical proximity, shared language, customs and educational curricula as well as historical links. There is no published literature that compares chiropractic legislation in regulated countries, thus no understanding of where possible similarities and differences exist and the impact they may have on the migration of chiropractors Objective: The main objective of the study is to aid in increasing the understanding of the values, structures and operations of various international chiropractic regulatory systems with the goal of identifying the similarities and differences (viz. compare) between these chiropractic regulatory systems. Method: Six countries with chiropractic Legislation were selected using purposive sampling based on the number of practicing chiropractors. The USA was divided into states with the top three selected according to practicing chiropractors, Canada was divided and the top province selected based on practicing chiropractors. Information and data was obtained via desk based research and additional information was gathered by the researcher from the registrar of the respective regulatory bodies. Results: A variety of factors were identified that may either aid in or hinder the mobility of chiropractors across jurisdictions. By analysing the legislative documents, it was found that regulatory bodies remain similar in content and structure however significant differences were also found. Conclusion: In conclusion, regulatory bodies and their governing documents and procedures remain similar in content and structure. However the study revealed differences factors that could possibly affect the mobility of chiropractors across jurisdictions. These areas identified included: Educational standards and processes, competency maintenance, registration requirements (local and foreign), disciplinary procedure and processes and constraints placed by supranational bodies.

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)0.008
metaresearch head score (Gemma)0.021
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 score0.018
Threshold uncertainty score0.049

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0110.014
Science and technology studies0.0030.003
Scholarly communication0.0040.002
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.017
GPT teacher head0.342
Teacher spread0.324 · 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

Citations2
Published2014
Admission routes1
Has abstractyes

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