Psychological, Pain, and Disability Factors Influencing the Perception of Improvement/Recovery from Physiotherapy in Patients with Chronic Musculoskeletal Pain: A Cross-Sectional Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Participants
2.3. Procedure
2.4. Variables
2.4.1. Main Variable
- Overall perception of improvement
2.4.2. Secondary Variables
- Disability
- Therapeutic alliance in physiotherapy
- Treatment adherence
- Self-efficacy when dealing with chronic pain
- Fear of movement
- Pain catastrophism
2.5. Sample Size Calculation
2.6. Statistical Analysis
- Homogeneity was evaluated visually using a residual versus fitted values plot. The spread of residuals was random without discernible patterns or funnel shapes, indicating homogeneity of variance.
- The assumption of the Independence of observations was tested using the Durbin–Watson statistic, which helps detect autocorrelation in the residuals of regression analysis. A Durbin–Watson statistic value close to 2.0 suggested no evidence of autocorrelation in our model.
- To assess the Normality of the distribution, Q-Q plots of the residuals were examined. The residuals approximated a straight line, which is consistent with a normal distribution.
- Linearity was verified through an analysis of scatter plots comparing observed versus predicted values, as well as through the examination of normal P-P plots of standardized residuals. These plots demonstrated a linear relationship, affirming the linearity assumption of our model.
3. Results
3.1. Correlation Analysis
3.2. Regression Analysis
3.3. Contingency Table Analysis
4. Discussion
Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Measures | Mean ± SD/Number (%) | Minimum-Maximum |
---|---|---|
Age | 56.9 ± 14.08 | 22–80 |
BMI | 25.67 ± 4.42 | 18.36–41.24 |
Number of sessions | 10.33 ± 5.33 | 4–35 |
Sex | ||
| 115 (76.7) | |
| 35 (23.3) | |
Educational level | ||
| 10 (6.7) | |
| 45 (30) | |
| 95 (63.3) | |
Employment status | ||
| 72 (48) | |
| 12 (8) | |
| 33 (22) | |
| 33 (22) | |
Types of treatment | ||
| 22 (14.7) | |
| 28 (18.7) | |
| 46 (30.7) | |
| 29 (19.3) | |
| 25 (16.7) |
Measures | Mean ± SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2.45 ± 1.33 | 1 | ||||||||||||||
| 10.33 ± 5.33 | 0.45 *** | ||||||||||||||
| 21.64 ± 6.96 | −0.33 *** | −0.171* | |||||||||||||
| 16.21 ± 9.91 | −0.14 | −0.04 | 0.42 *** | ||||||||||||
| 34.76 ± 9.17 | 0.37 *** | 0.15 | −0.08 | −0.11 | |||||||||||
| 13.14 ± 3.85 | 0.42 *** | 0.15 | −0.09 | −0.03 | 0.58 *** | ||||||||||
| 26.64 ± 4.48 | 0.04 | 0.06 | 0.05 | 0.11 | 0.32 *** | 0.27 *** | |||||||||
| 21 ± 4.8 | 0.48 *** | 0.22 ** | −0.11 | −0.01 | 0.41 *** | 0.39 *** | 0.44 *** | ||||||||
| 57.31 ± 13.83 | 0.14 | 0.07 | −0.04 | −0.22 ** | 0.10 | 0.19 * | 0.19 * | 0.03 | |||||||
| 49.19 ± 12.61 | 0.12 | 0.15 | −0.14 | −0.34 *** | 0.01 | 0.12 | 0.04 | −0.01 | 0.70 *** | ||||||
| 32.77 ± 12.64 | 0.39 *** | 0.21 ** | −0.35 *** | −0.37 *** | 0.19 * | 0.21 * | 0.03 | 0.12 | 0.50 *** | 0.55 *** | |||||
| 10.88 ± 3.14 | −0.17 * | −0.09 | 0.13 | 0.38 *** | −0.07 | −0.09 | 0.06 | −0.07 | −0.20 * | −0.30 *** | −0.12 | ||||
| 17.32 ± 5.44 | −0.15 | −0.11 | 0.18 * | 0.51 *** | 0.09 | −0.01 | 0.17 * | −0.02 | −0.25 ** | −0.42 *** | −0.19 * | 0.70 *** | |||
| 5.35 ± 4.21 | −0.24 * | −0.14 | 0.36 *** | 0.47 *** | −0.05 | −0.15 | −0.01 | −0.02 | −0.30 *** | −0.25 ** | −0.37 *** | 0.17 * | 0.30 *** | ||
| 2.97 ± 2.49 | −0.23 ** | −0.12 | 0.25 ** | 0.42 *** | −0.14 | −0.18 * | −0.17 * | −0.09 | −0.41 *** | −0.24 ** | −0.28 *** | 0.29 *** | 0.31 *** | 0.79 *** | |
| 5.83 ± 5.21 | −0.23 ** | −0.09 | 0.30 *** | 0.50 *** | −0.11 | −0.19 * | −0.17 * | −0.10 | −0.37 *** | −0.28 *** | −0.29 *** | 0.34 *** | 0.33 *** | 0.72 *** | 0.78 *** |
Criteria Variable: GRPC | ||||
---|---|---|---|---|
General Model | ||||
R2 = 0.52; Adjusted R2 = 0.50; F = 26.32; p < 0.01 | ||||
Predictor Variables | Regression Coefficient (B) | Standardized Coefficient (B) | p Value | VIF |
AdT-Physio Beliefs about treatment | 0.13 | −0.48 | <0.001 | 1 |
Number of sessions | 0.09 | 0.35 | <0.001 | 1.05 |
CPSS_handling the pain | 0.03 | 0.28 | <0.001 | 1.08 |
CAF-P_bonding | 0.07 | 0.20 | 0.003 | 1.21 |
AdT-Physio_compliance | −0.06 | −0.21 | 0.001 | 1.26 |
GCPS_Intensity of pain | −0.03 | −0.18 | 0.006 | 1.19 |
Excluded variables | ||||
CAF-P_collaboration | - | 0.11 | 0.14 | 1.66 |
TSK_fear of physical activity | - | −0.02 | 0.67 | 1.11 |
TSK_fear of injury | - | −0.03 | 0.53 | 1.05 |
CPSS_controlling symptoms | - | −0.01 | 0.9 | 1.44 |
CPSS_physical activities | - | −0.09 | 0.2 | 1.57 |
PCS_Rumination | - | −0.01 | 0.82 | 1.32 |
PCS_magnification | - | −0.05 | 0.41 | 1.19 |
PCS_hopelessness | - | 0.04 | 0.52 | 1.31 |
GCPS_Disability | - | 0.11 | 0.09 | 1.25 |
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La Touche, R.; Pardo-Montero, J.; Grande-Alonso, M.; Paris-Alemany, A.; Miñambres-Martín, D.; Nouvilas-Pallejà, E. Psychological, Pain, and Disability Factors Influencing the Perception of Improvement/Recovery from Physiotherapy in Patients with Chronic Musculoskeletal Pain: A Cross-Sectional Study. Healthcare 2024, 12, 12. https://doi.org/10.3390/healthcare12010012
La Touche R, Pardo-Montero J, Grande-Alonso M, Paris-Alemany A, Miñambres-Martín D, Nouvilas-Pallejà E. Psychological, Pain, and Disability Factors Influencing the Perception of Improvement/Recovery from Physiotherapy in Patients with Chronic Musculoskeletal Pain: A Cross-Sectional Study. Healthcare. 2024; 12(1):12. https://doi.org/10.3390/healthcare12010012
Chicago/Turabian StyleLa Touche, Roy, Joaquín Pardo-Montero, Mónica Grande-Alonso, Alba Paris-Alemany, Diego Miñambres-Martín, and Encarnación Nouvilas-Pallejà. 2024. "Psychological, Pain, and Disability Factors Influencing the Perception of Improvement/Recovery from Physiotherapy in Patients with Chronic Musculoskeletal Pain: A Cross-Sectional Study" Healthcare 12, no. 1: 12. https://doi.org/10.3390/healthcare12010012
APA StyleLa Touche, R., Pardo-Montero, J., Grande-Alonso, M., Paris-Alemany, A., Miñambres-Martín, D., & Nouvilas-Pallejà, E. (2024). Psychological, Pain, and Disability Factors Influencing the Perception of Improvement/Recovery from Physiotherapy in Patients with Chronic Musculoskeletal Pain: A Cross-Sectional Study. Healthcare, 12(1), 12. https://doi.org/10.3390/healthcare12010012