| Literature DB >> 26529414 |
Patrick D Wettenschwiler1, Silvio Lorenzetti2, Rolf Stämpfli3, René M Rossi3, Stephen J Ferguson2, Simon Annaheim3.
Abstract
Discomfort during load carriage is a major issue for activities using backpacks (e.g. infantry maneuvers, children carrying school supplies, or outdoor sports). It is currently unclear which mechanical parameters are responsible for subjectively perceived discomfort. The aim of this study was to identify objectively measured mechanical predictors of discomfort during load carriage. We compared twelve different configurations of a typical load carriage system, a commercially available backpack with a hip belt. The pressure distribution under the hip belt and the shoulder strap, as well as the tensile force in the strap and the relative motion of the backpack were measured. Multiple linear regression analyses were conducted to investigate possible predictors of discomfort. The results demonstrate that static peak pressure, or alternatively, static strap force is a significant (p<0.001) predictor of discomfort during load carriage in the shoulder and hip region, accounting for 85% or more of the variation in discomfort. As an additional finding, we discovered that the regression coefficients of these predictors are significantly smaller for the hip than for the shoulder region. As static peak pressure is measured directly on the body, it is less dependent on the type of load carriage system than static strap force. Therefore, static peak pressure is well suited as a generally applicable, objective mechanical parameter for the optimization of load carriage system design. Alternatively, when limited to load carriage systems of the type backpack with hip belt, static strap force is the most valuable predictor of discomfort. The regionally differing regression coefficients of both predictors imply that the hip region is significantly more tolerant than the shoulder region. In order to minimize discomfort, users should be encouraged to shift load from the shoulders to the hip region wherever possible, at the same time likely decreasing the risk of low back pain or injury.Entities:
Mesh:
Year: 2015 PMID: 26529414 PMCID: PMC4631336 DOI: 10.1371/journal.pone.0142004
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Modified load carriage system.
The modular payload is shown on the left.
Fig 2Subject with pressure sensors (left) and load carriage system (right).
On the right side, black arrows point to the locations of the strap force sensors on the shoulder strap and on the hip belt and white arrows point to the locations of the Polhemus sensors on the shoulder and on the hip.
List of independent variables included in multiple linear regressions.
| Regression with pressure parameters | Regression with all static parameters | Regression with all dynamic parameters | ||
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The dependent variable was regional discomfort.
Fig 3Results of the regression analyses using average and peak pressure (static and dynamic) as independent variables.
Multiple linear regression analyses revealed static peak pressure as significant (p<0.001) predictor of discomfort in the shoulder and hip region. The non-significant predictors were removed from the model during the backwards elimination. Data points show the subject’s mean ± standard error of measurement for each configuration, dotted lines show 95% prediction intervals. Regression equations: y = 0.111x + 2.102, R2 = 0.85 (shoulder); y = 0.052x + 1.127, R2 = 0.86 (hip).
Results of the regression analyses using average pressure, peak pressure, strap force, and relative motion as independent variables.
| Condition | Region | R2 | Model | Coefficients | 95% confidence interval of coefficients | Standardized coeff. | |
|---|---|---|---|---|---|---|---|
| lower | upper | ||||||
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| 0.91 | Constant | -1.339 | -2.590 | -0.088 | |
| Strap force | 0.097 | 0.076 | 0.118 | 0.955 | |||
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| 0.85 | Constant | 0.884 | -0.015 | 1.782 | ||
| Strap force | 0.040 | 0.029 | 0.052 | 0.922 | |||
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| 0.96 | Constant | 6.984 | 2.371 | 11.596 | |
| Strap force | 0.061 | 0.043 | 0.079 | 0.696 | |||
| Relative motion | -0.836 | -1.291 | -0.382 | -0.375 | |||
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| 0.94 | Constant | -11.275 | -19.502 | -3.049 | ||
| Strap force | 0.041 | 0.032 | 0.050 | 0.909 | |||
| Relative motion | 1.049 | 0.345 | 1.752 | 0.286 | |||
The dependent variable was regional discomfort. Only the variables with significant coefficients are listed in the table, the other variables were removed from the model during the backwards elimination.
* p<0.001,
** p<0.01.
Results of the regression analysis using shoulder discomfort and hip discomfort as independent variables.
| Model | Coefficients | 95% confidence interval of coefficients | Standardized coefficients | |
|---|---|---|---|---|
| lower | upper | |||
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| -0.501 | -1.671 | 0.652 | |
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| 0.967 | 0.476 | 0.865 | 0.832 |
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| 0.463 | 0.292 | 0.634 | 0.652 |
The dependent variable was overall discomfort. R2 = 0.90.
*p<0.001.