Low Back Pain Treatment by Athletic Trainers and Athletic Therapists: Biomedical or Biopsychosocial Orientation?
Why this work is in the frame
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Bibliographic record
Abstract
Context Low back pain (LBP) remains a societal burden due to consistently high rates of recurrence and chronicity. Recent evidence suggested that a provider's treatment orientation influences patient beliefs, the clinical approach, and subsequently, rehabilitation outcomes. Objective To characterize American athletic trainer (AT) and Canadian athletic therapist (C-AT) treatment orientations toward LBP. Design Cross-sectional study. Setting Online survey. Patients or Other Participants A total of 273 ATs (response rate = 13.3%) and 382 C-ATs (response rate = 15.3%). Main Outcome Measure(s) Participants completed demographic questions and the Pain Attitudes and Beliefs Scale (PABS) for ATs/C-ATs. The PABS measures the biomedical and biopsychosocial treatment orientation of health care providers and is scored on a 6-point Likert scale. Descriptive statistics characterized the participants; t tests and 1-way analyses of variance identified differences between group means; and Spearman correlations assessed relationships between the biomedical and biopsychosocial scores and age, number of LBP patients per year, and years of experience. Results Athletic trainers treating 9 to 15 LBP patients per year had higher biomedical scores (35.0 ± 5.7) than ATs treating 16 to 34 (31.9 ± 5.5, P = .039) or >34 (31.7 ± 8.6, P = .018) LBP patients per year. The C-ATs treating 16 to 34 (31.8 ± 6.3, P = .038) and >34 (31.0 ± 6.7, P < .001) LBP patients per year had lower biomedical scores than those treating ≤8 LBP patients per year (34.8 ± 5.9). The C-ATs with ≤5 years of experience had higher biomedical scores than those with 10 to 15 (31.0 ± 6.7, P = .011) and 16 to 24 (29.8 ± 7.5, P < .001) years of experience. Canadian athletic therapists treating the general public had higher (31.7 ± 4.0) biopsychosocial scores than ATs treating athletes (31.3 ± 3.5, P = .006). The C-ATs ≤35.6 years of age had higher biomedical scores (33.1 ± 5.9) than those >35.6 years of age (30.5 ± 7.0, P < .001). Conclusions Athletic trainers and C-ATs who treated more LBP patients per year were more likely to score low on a biomedical treatment orientation subscale. Because this orientation has predicted poor outcomes in other health care providers, further research is needed to determine the effects of ATs' and C-ATs' biomedical orientations on rehabilitation outcomes.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it