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Record W4407036197 · doi:10.1186/s12998-025-00569-0

Patient preferences for chiropractors’ attire: a cross-sectional study of UQTR university-based chiropractic clinic

2025· article· en· W4407036197 on OpenAlexaff
Laurence Leduc, Jean Théroux, Caroline Marois, Geneviève L. Lavigne, Marc‐André Blanchette

Bibliographic record

VenueChiropractic & Manual Therapies · 2025
Typearticle
Languageen
FieldPsychology
TopicBody Image and Dysmorphia Studies
Canadian institutionsUniversité de SherbrookeCentre Hospitalier Universitaire Sainte-JustineUniversité du Québec à Trois-Rivières
Fundersnot available
KeywordsChiropracticMedicineCross-sectional studyRehabilitationPhysical therapyFamily medicineAlternative medicinePhysical medicine and rehabilitationPathology

Abstract

fetched live from OpenAlex

BACKGROUND: A significant body of research has examined how the attire of physicians and nurses affects patients' perceptions, preferences, and outcomes. However, limited research has focused on the clothing worn by other health professionals, such as chiropractors. The present study aims to explore patients' preferences and perceptions of chiropractors' attire. METHODS: Using a cross-sectional image-based procedure, new patients to a university clinic were questioned regarding their preferences for four different attires (casual, formal, scrub, and white coat) worn by both a male and a female chiropractor. Patients also reported their perceptions in terms of chiropractors' knowledge, trustworthiness, competence, professionalism, and comfortable for each photograph. RESULTS: From August 10, 2022, to January 23, 2023, 75 new patients participated in the study. Results indicated a strong preference for scrubs for both male and female chiropractors. Chiropractors in scrubs were also seen as more knowledgeable, trustworthy, competent, and professional, and comfortable. This was closely followed by those wearing white coats and formal attire. Notably, the white coat worn by the female chiropractor received significantly more positive ratings than when worn by her male counterpart. CONCLUSION: In conclusion, our findings suggest that chiropractors' attire influences patients' perceptions and should be considered in the development of dress codes for public and private clinics. Further research is essential to understand better how the gender and age of care providers affect patient evaluations.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.058
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.077
GPT teacher head0.391
Teacher spread0.314 · 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.

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
Published2025
Admission routes1
Has abstractyes

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