A Moderated Mediation Analysis of the Effects of the COVID-19 Pandemic on Well-Being and Sport Readiness of Italian Team Sports Players: The Role of Perceived Safety of the Training Environment
Abstract
:1. Introduction
2. Aim of the Study
3. Materials and Methods
3.1. Eligibility Criteria
3.2. Procedure
3.3. Measures
3.3.1. Fear of COVID-19 Scale
3.3.2. Perceived Safety of the Training Environment
3.3.3. Perceived COVID-19 Risk Scale
3.3.4. World Health Organization Well-Being Index
3.3.5. Sport Readiness
3.4. Statistical Analysis and Sample Size
4. Results
4.1. Participants
4.2. MANOVA Results and Correlations
4.3. Mediation Analysis
5. Discussion
Limitations and Perspective
6. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
IData Availability Statement
Acknowledgments
Conflicts of Interest
References
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Age M ± SD (Range) | Training Sessions per Week M ± SD (Range) | Hrs of Training per Week M ± SD (Range) | Duration of Stop from Sport Practice Due to COVID-19 | COVID-19 Direct or Indirect Experience | Level of Performance (i.e., Italian Serie) | |||||
---|---|---|---|---|---|---|---|---|---|---|
<6 Months | >6 Months | Yes | No | A | B | C | ||||
Rugby (n = 164) | 25.6 ± 6.3 (18–45) | 3.6 ± 1.4 (2–9) | 2 ± 0.4 (2–4) | 110 | 54 | 126 | 38 | 82 | 60 | 22 |
Soccer (n = 126) | 23.8 ± 5.4 (18–45) | 4.1 ± 1.3 (2–9) | 2.3 ± 0.8 (2–8) | 98 | 28 | 86 | 40 | 33 | 41 | 52 |
Volleyball (n = 205) | 23.3 ± 5.6 (18–45) | 4 ± 1.8 (2–10) | 2.3 ± 0.5 (2–4) | 138 | 67 | 126 | 79 | 46 | 65 | 94 |
Basketball (n = 124) | 23.5 ± 5.9 (18–45) | 4.4 ± 1.9 (2–10) | 2.1 ± 0.3 (2–3) | 73 | 51 | 89 | 35 | 48 | 58 | 18 |
Variables | Female Athletes | Male Athletes | |||||||
---|---|---|---|---|---|---|---|---|---|
COVID-19 | No-COVID-19 | COVID-19 | No-COVID-19 | ||||||
Outdoor n = 77 | Indoor n = 122 | Outdoor n = 26 | Indoor n = 59 | Outdoor n = 135 | Indoor n = 93 | Outdoor n = 52 | Indoor n = 55 | ||
Safety | M | 3.87 | 3.97 | 4.45 | 4.03 | 3.95 | 3.92 | 4.07 | 4.09 |
SD | 0.97 | 0.82 | 0.64 | 0.75 | 0.98 | 1.06 | 0.93 | 00.78 | |
Fear of COVID-19 | M | 0.91 | 0.98 | 1.21 | 1.36 | 0.81 | 1.09 | 1.02 | 1.24 |
SD | 1 | 0.89 | 1.09 | 1.26 | 0.88 | 0.92 | 1.03 | 0.92 | |
COVID-19 risk | M | 2.43 | 2.89 | 2.81 | 2.85 | 2.51 | 2.56 | 2.18 | 2.60 |
SD | 0.98 | 1.04 | 0.89 | 1.08 | 0.84 | 0.98 | 0.99 | 0.90 | |
Well-being | M | 2.16 | 2.26 | 2.28 | 2.20 | 2.51 | 2.40 | 2.44 | 2.70 |
SD | 0.97 | 0.88 | 1.01 | 1.03 | 0.97 | 0.89 | 1.01 | 0.77 | |
Training readiness bias | M | 1.13 | 0.89 | 0.85 | 0.76 | 0.62 | 0.98 | 0.87 | 0.56 |
SD | 1.38 | 1.43 | 1.54 | 1.48 | 1.13 | 1.29 | 1.45 | 1.15 | |
Competition readiness bias | M | 1.16 | 1.28 | 1.23 | 1.34 | 0.89 | 1.15 | 0.94 | 0.73 |
SD | 1.52 | 1.59 | 1.53 | 1.46 | 1.39 | 1.48 | 1.61 | 1.17 |
Variables | 1 | 2 | 3 | 4 | 5 | 6 |
---|---|---|---|---|---|---|
1.Safety | 1 | |||||
2.Fear of COVID-19 | −0.045 | 1 | ||||
3.COVID-19 risk | −0.152 *** | 0.468 *** | 1 | |||
4.Well-being | 0.210 *** | −0.111 ** | −0.148 *** | 1 | ||
5.Training readiness bias | −0.213 *** | 0.289 *** | 0.189 *** | −0.259 *** | 1 | |
6.Competition readiness bias | −0.270 *** | 0.286 *** | 0.209 *** | −0.228 *** | 0.672 *** | 1 |
Predictors | Dependent Variable | |||||
---|---|---|---|---|---|---|
Model 1, 2, and 3: Safety | ||||||
B | 95% CI | |||||
COVID-19 risk (a) | −0.26 (0.12) * | [−0.504, −0.021] | ||||
Fear of COVID-19 (b) | 0.03 (0.04) | [−0.050, 0.115] | ||||
Gender (c) | −0.09 (0.21) | [−0.509, 0.326] | ||||
Sport (d) | −0.06 (0.21) | [−0.482, 0.357] | ||||
Interaction (a × c) | 0.05. (0.07) | [−0.096, 0.204] | ||||
Interaction (a × d) | 0.03 (0.08) | [−0.119, 0.186] | ||||
Interaction (b × c) | −0.02 (0.08) | [−0.146, 0.282] | ||||
Interaction (b × d) | −0.11 (0.08) | [−0.265, 0.036] | ||||
Model 1: Well-being | Model 2: Training readiness bias | Model 3: Competition readiness bias | ||||
B | 95% CI | B | 95% CI | B | 95% CI | |
COVID-19 risk (a) | −0.37 (0.12) ** | [−0.617, −0.138] | 0.24 (0.17) | [−0.230, 1.813] | 0.24 (0.19) | [−0.124, 0.607] |
Fear of COVID-19 (b) | −0.06 (0.04) | [−0.142, 0.022] | 0.36 (0.06) *** | [0.249, 0.478] | 0.37 (0.06) *** | [0.250, 0.500] |
Safety | 0.20 (0.04) *** | [0.119, 0.276] | −0.29 (0.06) *** | [−0.396, −0.176] | −0.41 (0.06) *** | [−0.528, −0.288] |
Gender (c) | −0.76 (0.21) *** | [−1.169, − 0.342] | 0.55 (0.29) | [−0.026, 1.130] | 0.49 (0.32) | [−0.143, 1.118] |
Sport setting (d) | −0.06 0(.21) | [−0.473, −0.357] | −0.23 (0.30) | [−0.814, 0.347] | 0.25 (0.32) | [−0.380, 0.886] |
Interaction (a × c) | 0.18 (0.07) * | [0.036, 0.333] | −0.15 (0.11) | [−0.359, 0.057] | −0.08 (0.12) | [−0.308, 0.145] |
Interaction (a × d) | 0.05 (0.08) | [−0.105, 0.189] | 0.05 (0.10) | [−0.160, 0.263] | −0.09 (0.12) | [−0.325, 0.137] |
Interaction (b × c) | 0.10 (0.08) | [−0.047, 0.249] | −0.06 (0.10) | [−0.265, 0.148] | −0.08 (0.11) | [−0.306, 0.144] |
Interaction (b × d) | 0.02 (0.08) | [−0.152, 0.015] | 0.07 (0.11) | [−0.141, 0.276] | 0.03 (0.12) | [−0.194, 0.261] |
Predictor | Moderators’ Level | Dependent Variable | Mean Bootstrap Estimate | Percentile CI (95%) |
---|---|---|---|---|
COVID-19 risk | Men, outdoor | Well-being | 0.0167 * | [−0.077, −0.012] |
COVID-19 risk | Men, indoor | Well-being | 0.0153 * | [−0.067, −0.007] |
COVID-19 risk | Women, outdoor | Well-being | 0.0161 * | [−0.065, −0.003] |
COVID-19 risk | Women, indoor | Well-being | 0.0128 * | [−0.053, −0.002] |
COVID-19 risk | Men, outdoor | Training readiness bias | 0.0270 * | [0.016, 0.123] |
COVID-19 risk | Men, indoor | Training readiness bias | 0.0245 * | [0.009, 0.104] |
COVID-19 risk | Women, outdoor | Training readiness bias | 0.0242 * | [0.003, 0.100] |
COVID-19 risk | Women, indoor | Training readiness bias | 0.0194 * | [0.003, 0.078] |
COVID-19 risk | Men, outdoor | Competition readiness bias | 0.0354 * | [0.023, 0.163] |
COVID-19 risk | Men, indoor | Competition readiness bias | 0.0320 * | [0.014, 0.141] |
COVID-19 risk | Women, outdoor | Competition readiness bias | 0.0316 * | [0.005, 0.131] |
COVID-19 risk | Women, indoor | Competition readiness bias | 0.0246 * | [0.003, 0.100] |
Fear of COVID-19 | Men, outdoor | Well-being | 0.0145 | [−0.004, 0.054] |
Fear of COVID-19 | Men, indoor | Well-being | 0.0139 | [−0.030, 0.026] |
Fear of COVID-19 | Women, outdoor | Well-being | 0.0155 | [−0.013, 0.049] |
Fear of COVID-19 | Women, indoor | Well-being | 0.0118 | [−0.033, 0.014] |
Fear of COVID-19 | Men, outdoor | Training readiness bias | 0.0196 | [−0.073, 0.007] |
Fear of COVID-19 | Men, indoor | Training readiness bias | 0.0197 | [−0.037, 0.044] |
Fear of COVID-19 | Women, outdoor | Training readiness bias | 0.0212 | [−0.067, 0.019] |
Fear of COVID-19 | Women, indoor | Training readiness bias | 0.0171 | [−0.020, 0.048] |
Fear of COVID-19 | Men, outdoor | Competition readiness bias | 0.0274 | [−0.099, 0.009] |
Fear of COVID-19 | Men, indoor | Competition readiness bias | 0.0272 | [−0.050, 0.059] |
Fear of COVID-19 | Women, outdoor | Competition readiness bias | 0.0299 | [−0.092, 0.027] |
Fear of COVID-19 | Women, indoor | Competition readiness bias | 0.0236 | [−0.030, 0.064] |
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Vitali, F.; Bisagno, E.; Coco, M.; Cadamuro, A.; Maldonato, N.M.; Di Corrado, D. A Moderated Mediation Analysis of the Effects of the COVID-19 Pandemic on Well-Being and Sport Readiness of Italian Team Sports Players: The Role of Perceived Safety of the Training Environment. Int. J. Environ. Res. Public Health 2022, 19, 2764. https://doi.org/10.3390/ijerph19052764
Vitali F, Bisagno E, Coco M, Cadamuro A, Maldonato NM, Di Corrado D. A Moderated Mediation Analysis of the Effects of the COVID-19 Pandemic on Well-Being and Sport Readiness of Italian Team Sports Players: The Role of Perceived Safety of the Training Environment. International Journal of Environmental Research and Public Health. 2022; 19(5):2764. https://doi.org/10.3390/ijerph19052764
Chicago/Turabian StyleVitali, Francesca, Elisa Bisagno, Marinella Coco, Alessia Cadamuro, Nelson Mauro Maldonato, and Donatella Di Corrado. 2022. "A Moderated Mediation Analysis of the Effects of the COVID-19 Pandemic on Well-Being and Sport Readiness of Italian Team Sports Players: The Role of Perceived Safety of the Training Environment" International Journal of Environmental Research and Public Health 19, no. 5: 2764. https://doi.org/10.3390/ijerph19052764
APA StyleVitali, F., Bisagno, E., Coco, M., Cadamuro, A., Maldonato, N. M., & Di Corrado, D. (2022). A Moderated Mediation Analysis of the Effects of the COVID-19 Pandemic on Well-Being and Sport Readiness of Italian Team Sports Players: The Role of Perceived Safety of the Training Environment. International Journal of Environmental Research and Public Health, 19(5), 2764. https://doi.org/10.3390/ijerph19052764