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An explanatory mixed methods study assessing Canadian chiropractors’ attitudes and orientation toward patient-centred care

2025· other· W7093311035 on OpenAlexaffabout

Bibliographic record

VenueFigshare · 2025
Typeother
Language
FieldBiochemistry, Genetics and Molecular Biology
TopicNuclear Structure and Function
Canadian institutionsOntario Tech UniversityCanadian Memorial Chiropractic College
Fundersnot available
KeywordsChiropracticFacilitatorBivariate analysisThematic analysisHealth careQualitative propertySample (material)

Abstract

fetched live from OpenAlex

Abstract Background Patient-centred care (PCC) is considered an essential concept in twentyfirst-century healthcare; however, health care providers’ attitudes can be an important barrier or facilitator to its actual implementation. Chiropractic is frequently referred to as providing PCC. However, the attitudes of practising chiropractors towards patient-centred care have not previously been evaluated. Objectives To explore attitudes and orientation of chiropractors towards patient-centered care. Methods We used a sequential explanatory mixed methods with quantitative priority study design. Data were collected from May 2018 to April 2019 from a convenience sample of Canadian chiropractors located across Canada. Quantitative data were collected by a survey consisting of demographic and clinical practice questions, and the Patient-Practitioner Orientation Scale (PPOS) to measure practitioner attitudes towards care delivered (range 1–6, scores < 4.57 = doctor-centred attitudes). Qualitative data were collected using semi-structured interviews. Quantitative data were analyzed with descriptive statistics and bivariate analysis; whilst qualitative data were analyzed using thematic analysis. Results We included 31 chiropractors in the study, with seven completing interviews. The mean for PPOS Overall score was 4.35 (95% CI [4.18, 4.52]) and was found to be significantly associated with years in practice and number of patients seen per week. The average PPOS Sharing and PPOS Caring scores were 4.20 (95% CI 3.95–4.45) and 4.50 (95% CI 4.35–4.66), respectively. Number of patients seen per week and per hour were significant predictors of the PPOS Sharing score; whilst years in practice was a significant predictor of PPOS Caring and Overall scores. Interview data supported the association between greater exposure to patients and more patient-centred attitudes among chiropractors. Conclusions In our sample of Canadian chiropractors, doctor-centred attitudes towards care prevailed, comparable to that reported for other health professions. The significant association between patient-centred attitudes and patient load and clinical experience suggests that chiropractors may learn such attitudes through experience. Future research to further explore chiropractors’ attitudes and orientation towards care using the PPOS or a similar instrument are required.

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)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.737
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0460.000

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 head0.021
GPT teacher head0.326
Teacher spread0.305 · 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 designNot applicable
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 routes2
Has abstractyes

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