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Record W4415585902 · doi:10.1186/s12998-025-00611-1

Perceptions and use of self-management support strategies to improve the management of spine pain patients in a French-Canadian chiropractic teaching program: a mixed method study

2025· article· en· W4415585902 on OpenAlexaffabout
Philippe Rousseau, Danikel Giroux, Chloé Branconnier, Emile Marineau, Jocelyn J. Lemire, André Bussières

Bibliographic record

VenueChiropractic & Manual Therapies · 2025
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsUniversité du Québec à Trois-Rivières
Fundersnot available
KeywordsChiropracticPerceptionRehabilitationBack painAlternative medicineSupervisorPain managementLow back pain

Abstract

fetched live from OpenAlex

BACKGROUND: Clinical guidelines for managing non-specific spine pain recommend providing patient education and self-management support strategies (SMSS) as first-line treatment. However, SMSS implementation in daily chiropractic care remains challenging. This study aimed to assess the level of patient activation in their care, explore chiropractic senior interns and clinician supervisors' beliefs about evidence-based practice (EBP) and self-management support, and identify theoretical barriers and facilitators to implementing SMSS. METHODS: We used a three-phase mixed-methods convergent design. In phase 1, during the spring and summer of 2022, 250 consecutive adults with spine pain at the outpatient chiropractic clinic at the Université du Québec à Trois-Rivières, Quebec, Canada, were invited to complete the patients' activation measure (PAM). In phase 2, all senior interns (n = 39) and clinician supervisors (n = 29) were invited to complete three self-administered online questionnaires: 1) EBP Beliefs and Implementation Scales, 2) Pain Attitudes and Beliefs Scale (PABS), and 3) the Practice Style questionnaire. In phase 3, patients, interns and clinicians having completed the questionnaires were convened to semi-structured individual interviews based on the Theoretical Domains Framework (TDF). RESULTS: In phase 1, three quarters of patients (76.3%) reported a moderate-to-high level of activation. In phase 2, interns and clinician supervisors had similar EBP Beliefs mean scores (62.8% and 62.5%, respectively) and EBP Implementation scores (28.6% and 38.2%, respectively). For the PABS, no predominant biomedical or behavioural treatment orientations were observed among interns (mean (SD) = 34.8 (6.3) /60 vs 36.7 (3.5) /48) or clinicians (34.7 (9.1) /60 vs 34.6 (4.9) /48). Interns primarily had a pragmatic practice style, whereas clinicians were equally pragmatic and receptive. In phase 3, four key TDF domains emerged for patients (Social influences, Behavioural regulation, Emotions, and Goals); five for interns (Knowledge, Environmental Context and Resources, Skills, Memory, Attention and Decision Process, and Goals), and four for clinicians (Knowledge, Environmental Context and Resources, Social Influences and Beliefs on Consequences). CONCLUSION: Although patients demonstrated moderate-to-high activation, EBP and SMSS implementation among interns and supervisor was limited. Treatment orientation, practice style, and contextual factors highlight the need for targeted educational and organizational strategies to bridge the knowledge-practice gap.

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)0.005
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.399
Threshold uncertainty score0.804

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0030.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
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 head0.016
GPT teacher head0.345
Teacher spread0.329 · 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 designQualitative
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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