| Literature DB >> 31447613 |
Hussein Rizal1, Mawar Siti Hajar1, Yee Cheng Kueh2, Ayu Suzailiana Muhamad1, Garry Kuan1.
Abstract
INTRODUCTION: The transtheoretical model (TTM) is an integrative model of intentional change consisting of stages of change, processes of change, decisional balance and self-efficacy. This study aimed at validating the TTM questionnaires on physical activity for Malaysian children using confirmatory factor analysis.Entities:
Keywords: Malay; Transtheoretical Model (TTM); children; confirmatory factor analysis (CFA); decisional balance; physical activity; processes of change; self-efficacy; validity
Year: 2019 PMID: 31447613 PMCID: PMC6687211 DOI: 10.21315/mjms2019.26.2.11
Source DB: PubMed Journal: Malays J Med Sci ISSN: 1394-195X
Demographics and stages of change of school children (N = 381)
| Demographic | Mean (SD) | Frequency (%) |
|---|---|---|
|
| ||
| Age | 10.94 (0.81) | |
| Gender: | ||
| Male | 188 (49.3) | |
| Female | 193 (50.7) | |
| Physical activity frequency: | ||
| Always | 137 (36.0) | |
| Sometimes | 228 (59.8) | |
| Rarely | 16 (4.2) | |
| Weekly physical activity (METs) | 70.8 (24.05) | |
| Stages of change: | ||
| Pre-contemplation | 10 (2.6) | |
| Contemplation | 30 (7.9) | |
| Preparation | 185 (48.6) | |
| Action | 32 (8.4) | |
| Maintenance | 109 (28.6) | |
| Termination | 15 (3.9) | |
Model fit indices for processes of change, decisional balance and self-efficacy
| Construct | Model | CFI | TLI | SRMR | RMSEA (90%CI) | RMSEA |
|---|---|---|---|---|---|---|
| Processes of change | Model-1 (Original) | 0.905 | 0.885 | 0.050 | 0.034 (0.027 – 0.040) | 1.000 |
| Model-2 (Removed items 4–9) | 0.939 | 0.925 | 0.040 | 0.030 (0.022 – 0.040) | 1.000 | |
| Decisional balance | Model-1 (Original) | 0.897 | 0.864 | 0.045 | 0.038 (0.014 – 0.057) | 0.844 |
| Self-efficacy | Model-1 (Original) | 0.669 | 0.617 | 0.064 | 0.062 (0.054 – 0.071) | 0.010 |
| Model-2 (CR1 4 with 8) | 0.728 | 0.683 | 0.061 | 0.057 (0.048 – 0.065) | 0.109 | |
| Model-3 (CR1 4 with 8 & 12 with 13) | 0.751 | 0.707 | 0.060 | 0.054 (0.045 – 0.063) | 0.205 | |
| Model-4 (CR1 4 with 8, 12 with 13 & 8 with 15) | 0.776 | 0.734 | 0.059 | 0.052 (0.043 – 0.061) | 0.368 | |
| Model-5 (Removed items 4, 5, 9, 12 & 16) | 0.934 | 0.915 | 0.042 | 0.032 (0.011 – 0.047) | 0.977 |
Figure 1Standardised item loading for the measurement model of processes of change
Figure 2Standardised item loading for the measurement model of decisional balance
Figure 3Standardised item loading for the measurement model of self-efficacy
Standardised item loadings before and after removal of items 4 to 9 for model process of change
| Correlation & removal | Standardised item loading | |||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
| ||||||||||||||||||||||||||||||
| Consciousness Raising | Dramatic Relief | Environmental Re-evaluation | Self-Re-evaluation | Social Liberation | Counter-conditioning | Helping Relationship | Reinforcement Management | Self-liberation | Stimulus Control | |||||||||||||||||||||
|
|
|
|
|
|
|
|
|
|
| |||||||||||||||||||||
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | |
| Original | 0.492 | 0.542 | 0.496 | 0.186 | 0.324 | 0.228 | 0.507 | 0.292 | 0.203 | 0.510 | 0.584 | 0.669 | 0.445 | 0.452 | 0.402 | 0.402 | 0.471 | 0.449 | 0.682 | 0.708 | 0.584 | 0.519 | 0.498 | 0.404 | 0.587 | 0.607 | 0.478 | 0.732 | 0.461 | 0.661 |
| Remove items 4–9 | 0.538 | 0.510 | 0.477 | - | - | - | - | - | - | 0.515 | 0.607 | 0.649 | 0.462 | 0.456 | 0.384 | 0.401 | 0.468 | 0.455 | 0.674 | 0.709 | 0.593 | 0.517 | 0.491 | 0.416 | 0.589 | 0.608 | 0.474 | 0.731 | 0.462 | 0.661 |
Item with low factor loading
Standardised item loading before and after correlation/removal of items for model self-efficacy
| Correlation | Standardised item loading | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
| ||||||||||||||||||
| Internal Feeling | Competing Demands | Situational | ||||||||||||||||
|
|
| |||||||||||||||||
| 1 | 2 | 3 | 5 | 6 | 7 | 9 | 4 | 8 | 10 | 14 | 15 | 11 | 12 | 13 | 16 | 17 | 18 | |
| Original | 0.447 | 0.533 | 0.354 | 0.233 | 0.434 | 0.535 | 0.306 | 0.386 | 0.437 | 0.352 | 0.435 | 0.442 | 0.436 | 0.374 | 0.432 | 0.279 | 0.400 | 0.359 |
| 4 with 8; | 0.451 | 0.539 | 0.351 | 0.223 | 0.439 | 0.532 | 0.300 | 0.231 | 0.267 | 0.370 | 0.433 | 0.555 | 0.450 | 0.354 | 0.430 | 0.291 | 0.385 | 0.369 |
| 4 with 8; 12 with 13; | 0.457 | 0.538 | 0.352 | 0.217 | 0.439 | 0.532 | 0.298 | 0.225 | 0.253 | 0.362 | 0.429 | 0.573 | 0.451 | 0.287 | 0.372 | 0.275 | 0.381 | 0.398 |
| 4 with 8; 12 with 13; 8 with 15; | 0.462 | 0.534 | 0.354 | 0.216 | 0.433 | 0.532 | 0.299 | 0.209 | 0.432 | 0.314 | 0.459 | 0.648 | 0.450 | 0.288 | 0.364 | 0.252 | 0.389 | 0.405 |
| B4 | 0.463 | 0.533 | 0.355 | 0.215 | 0.432 | 0.531 | 0.301 | – | 0.462 | 0.296 | 0.447 | 0.685 | 0.451 | 0.289 | 0.361 | 0.250 | 0.390 | 0.407 |
| B4 B5 | 0.470 | 0.537 | 0.350 | – | 0.429 | 0.542 | 0.284 | – | 0.460 | 0.291 | 0.442 | 0.698 | 0.451 | 0.283 | 0.356 | 0.245 | 0.389 | 0.414 |
| B4 B5 B16 | 0.476 | 0.532 | 0.346 | – | 0.424 | 0.545 | 0.286 | – | 0.487 | 0.274 | 0.436 | 0.714 | 0.419 | 0.267 | 0.327 | – | 0.390 | 0.410 |
| B4 B5 B16 B12 | 0.474 | 0.523 | 0.353 | – | 0.428 | 0.550 | 0.280 | – | 0.479 | 0.273 | 0.437 | 0.717 | 0.427 | – | 0.331 | – | 0.388 | 0.424 |
| B4 B5 B16 B12 B9 | 0.474 | 0.522 | 0.356 | – | 0.429 | 0.577 | – | – | 0.471 | 0.276 | 0.440 | 0.712 | 0.428 | – | 0.330 | – | 0.386 | 0.425 |
Item with low factor loading
Reliability scores for each factor of the TTM construct
| Construct | Factor | Composite reliability | Cronbach’s alpha |
|---|---|---|---|
| Processes of change | Consciousness raising | 0.486 | 0.493 |
| Dramatic relief | - | - | |
| Environmental re-evaluation | - | - | |
| Self-re-evaluation | 0.561 | 0.617 | |
| Social liberation | 0.347 | 0.397 | |
| Counter-conditioning | 0.461 | 0.406 | |
| Helping relationship | 0.710 | 0.694 | |
| Reinforcement management | 0.553 | 0.480 | |
| Self-liberation | 0.588 | 0.579 | |
| Stimulus control | 0.675 | 0.629 | |
| Decisional balance | Pros | 0.520 | 0.504 |
| Cons | 0.459 | 0.449 | |
| Self-efficacy | Internal feeling | 0.590 | 0.580 |
| Competing demands | 0.503 | 0.443 | |
| Situational | 0.498 | 0.431 |