| Literature DB >> 35055474 |
Vladimir M Cvetković1,2,3, Neda Nikolić4, Adem Ocal5, Jovana Martinović2,3, Aleksandar Dragašević4.
Abstract
This paper presents quantitative research results regarding a predictive model of pandemic disaster fear caused by the coronavirus disease (COVİD-19). The aim of this paper was to establish the level and impact of certain demographic and socioeconomic characteristics on pandemic disaster fear caused by the coronavirus (COVID-19). The research was conducted using a questionnaire that was provided and then collected online for 1226 respondents during May 2021. A closed, five-point Likert scale was used to create the structured questionnaire. The first section of the questionnaire included research questions about the participants' socioeconomic and demographic characteristics, while the second section included issue questions about fear caused by COVID-19. The results of multivariate regression analyses showed the most important predictor for fear of COVID-19 to be gender, followed by age and education level. Furthermore, the results of t-tests showed statistically significant differences between men and women in terms of different aspects of pandemic disaster fear caused by the coronavirus disease. Our results have several significant public health implications. Women who were more educated and knowledgeable, married, and older, reported a greater fear of the outbreak at various levels. Decision-makers can use these findings to identify better strategic opportunities for pandemic disaster risk management.Entities:
Keywords: COVID-19; decision-makers; disaster; epidemic; fear; implications; pandemic; predictive model
Mesh:
Year: 2022 PMID: 35055474 PMCID: PMC8775677 DOI: 10.3390/ijerph19020652
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1Research design.
Figure 2Study area. Location of Serbia (a); counties of Serbia (b).
Basic socioeconomic and demographic information of respondents (n = 1226).
| Variable | Category | (f) | % |
|---|---|---|---|
| Male | Male | 580 | 47.3 |
| Female | 646 | 52.6 | |
| Age | 18–30 | 650 | 53.02 |
| 31–45 | 380 | 31 | |
| 46–64 | 196 | 15.9 | |
| Marital status | Single | 491 | 40 |
| Married | 512 | 41.8 | |
| Divorced | 212 | 17.3 | |
| Widower/Widow | 11 | 0.9 | |
| Education | Primary Sch. (grade 4–5) | 89 | 7.26 |
| Secondary Sch. (grade 8–9) | 690 | 56.2 | |
| High school (grade 11–12) | 85 | 6.9 | |
| Undergraduate | 272 | 22.19 | |
| Master/doctorate | 90 | 7.34 | |
| Number of children | 1 | 570 | 46.49 |
| 2–3 | 111 | 9.05 | |
| 4+ | 65 | 5.30 | |
| None (0) | 480 | 39.15 | |
| COVİD-19 knowledge | Very poor | 34 | 2.8 |
| Poor | 91 | 7.4 | |
| Moderate | 529 | 43.1 | |
| Good | 470 | 38.3 | |
| Excellent | 102 | 8.3 | |
| TOTAL | 1226 | 100 | |
Results of multivariate regression analysis concerning fear for coronavirus disease (n = 1226).
| Predictor Variable | Previous Fear | Fear About COVID-19 | Recover of Yourself | ||||||
|---|---|---|---|---|---|---|---|---|---|
| B | SE | β | B | SE | β | B | SE | β | |
| Gender | −0.234 | 0.056 | −0.119 ** | −0.218 | 0.063 | −0.099 ** | 0.261 | 0.101 | 0.074 * |
| Age | 0.036 | 0.073 | 0.018 | −0.223 | 0.082 | −0.098 * | −0.215 | 0.132 | −0.059 |
| Marital status | −0.155 | 0.056 | −0.085 * | −0.098 | 0.063 | −0.048 | 0.017 | 0.101 | 0.005 |
| Education level | −0.105 | 0.370 | −0.008 | −1.02 | 0.414 | −0.071 * | 1.704 | 0.668 | 0.073 * |
| Children | −0.007 | 0.087 | −0.003 | −0.164 | 0.098 | −0.061 | −0.049 | 0.158 | −0.011 |
| Knowledge of coronavirus | −0.009 | 0.085 | −0.003 | 0.054 | 0.095 | 0.016 | 0.246 | 0.153 | 0.046 |
| Adjusted R2 | 0.16 | 0.18 | 0.12 | ||||||
* p ≤ 0.05; ** p ≤ 0.01; B: unstandardized (B) coefficient; SE: std. error; β: standardized (β) coefficients. Note: males, young (<30), single-headed households, secondary-school, respondents with one child, and people with very poor and poor knowledge have been coded as 0; 1 has been assigned otherwise (females, middle-aged and old, married, undergraduate, respondents with two or more children; people with good and excellent knowledge).
Figure 3The predictors of coronavirus disease fear.
Figure 4Levels of disaster fear caused by COVID-19.
Figure 5Reasons for fear caused by a coronavirus disease (COVID-19).
Figure 6Reliable sources to acquire information about coronavirus disease (COVID-19).
One-way ANOVA results of the relations between the variables about fear caused by COVID-19 and marital status.
| Variable |
|
| Sum of Squares | Mean Square | Single | Married | Divorced | Widow |
|---|---|---|---|---|---|---|---|---|
| M (SD) | M (SD) | M (SD) | M (SD) | |||||
| Previous fear | 5.43 | 0.001 ** | 13.02 | 4.34 | 1.62 (0.92) | 3.77 (1.12) | 2.68 (1.05) | 2.45 (1.03) |
| Fear about COVID-19 | 1.54 | 0.200 | 4.70 | 1.57 | 1.88 (0.99) | 2.01 (1.00) | 1.96 (1.05) | 2.18 (0.87) |
| Recovery of yourself | 1.12 | 0.339 | 8.82 | 2.94 | 2.52 (1.65) | 2.49 (1.60) | 2.68 (1.59) | 3.09 (1.04) |
| I fear for my own life and health | 5.48 | 0.001 ** | 26.87 | 8.95 | 2.38 (1.26) | 2.55 (1.24) | 2.75 (1.39) | 2.18 (1.07) |
| I fear for the life and health of my wife/husband | 52.49 | 0.000 ** | 363.08 | 121.02 | 2.18 (1.61) | 3.16 (1.44) | 3.52 (1.46) | 2.91 (1.30) |
| I fear for the life and health of my children | 66.33 | 0.000 ** | 535.30 | 178.43 | 2.11 (1.63) | 2.24 (1.66) | 3.87 (1.58) | 3.09 (1.57) |
| I fear for the life and health of my parents | 2.16 | 0.090 | 10.04 | 3.34 | 4.13 (1.26) | 4.25 (1.18) | 4.01 (1.34) | 4.45 (0.68) |
| I fear for the life and health of my pets | 4.31 | 0.005 * | 34.49 | 11.49 | 2.24 (1.58) | 2.29 (1.59) | 2.53 (1.69) | 2.45 (1.50) |
| I fear for losing goods in the house | 0.44 | 0.718 | 2.56 | 0.85 | 2.22 (1.34) | 2.31 (1.37) | 2.31 (1.48) | 2.27 (0.90) |
| I fear losing my wealth | 1.99 | 0.113 | 11.46 | 3.82 | 2.20 (1.32) | 2.32 (1.40) | 2.46 (1.49) | 2.00 (1.09) |
| I fear for losing my job | 2.71 | 0.044 * | 17.27 | 5.75 | 2.13 (1.46) | 2.08 (1.42) | 2.06 (1.51) | 2.11 (1.32) |
| I fear the lack of food supplies | 1.91 | 0.125 | 9.29 | 3.09 | 2.23 (1.19) | 2.27 (1.29) | 2.46 (1.38) | 2.64 (0.94) |
| I fear the lack of medicine and pills | 5.65 | 0.001 ** | 33.98 | 11.32 | 2.64 (1.39) | 2.61 (1.38) | 2.01 (1.37) | 2.55 (1.46) |
| I fear from a post-pandemic period trauma | 1.81 | 0.142 | 9.97 | 3.32 | 2.08 (1.29) | 2.15 (1.35) | 2.32 (1.46) | 2.55 (1.57) |
| I fear for I have not got enough money for recovery | 1.74 | 0.156 | 10.86 | 3.62 | 2.47 (1.44) | 2.57 (1.40) | 2.73 (1.53) | 2.73 (1.19) |
| I fear for losing my friends | 5.77 | 0.001 ** | 41.79 | 13.93 | 2.49 (1.59) | 2.42 (1.50) | 2.76 (1.58) | 2.66 (1.47) |
| I fear for not attend to (continue) my school | 0.89 | 0.444 | 5.35 | 1.78 | 2.26 (1.38) | 2.23 (1.45) | 2.08 (1.36) | 2.18 (1.40) |
| I fear for I cannot receive treatment in the hospital | 0.96 | 0.407 | 5.91 | 1.97 | 3.30 (1.45) | 3.41 (1.37) | 3.42 (1.50) | 3.82 (1.32) |
* p ≤ 0.05; ** p ≤ 0.01.
One-way ANOVA results of the relations between the variables about fear caused by COVID-19 and education level.
| Variable |
|
| Sum of Squares | Mean Square | Primary Sch. (Grade 4–5) | Secondary Sch. (Grade 8–9) | High School (Grade 11–12) | Undergraduate | Master/Doctorate |
|---|---|---|---|---|---|---|---|---|---|
| M (SD) | M (SD) | M (SD) | M (SD) | M (SD) | |||||
| Previous fear | 0.519 | 0.669 | 1.25 | 0.42 | 1.67 (1.63) | 1.65 (0.90) | 1.72 (0.90) | 1.75 (0.82) | 1.64 (0.89) |
| Fear about COVID-19 | 2.54 | 0.055 | 7.71 | 2.57 | 1.00 (0.00) | 1.88 (0.96) | 1.98 (1.02) | 1.99 (1.00) | 1.87 (0.99) |
| Recovery of yourself | 5.04 | 0.002 * | 39.30 | 13.10 | 2.13 (1.46) | 1.85 (1.35) | 2.01 (1.34) | 2.5 (1.31) | 1.89 (1.40) |
| I fear for my own life and health | 1.41 | 0.236 | 7.02 | 2.34 | 4. 33 (1.63) | 2.34 (1.58) | 2.56 (1.63) | 2.49 (1.61) | 2.76 (1.56) |
| I fear for the life and health of my wife/husband | 0.10 | 0.959 | 0.79 | 0.26 | 2.00 (1.67) | 2.51 (1.35) | 2.57 (1.28) | 2.53 (1.39) | 2.36 (1.08) |
| I fear for the life and health of my children | 2.27 | 0.079 | 21.20 | 7.06 | 3.00 (2.19) | 2.79 (1.66) | 2.84 (1.61) | 2.82 (1.41) | 2.85 (1.46) |
| I fear for the life and health of my parents | 6.65 | 0.000 ** | 30.51 | 10.17 | 3.85 (1.25) | 3.90 (1.28) | 4.05 (1.35) | 3.95 (1.18) | 4.09 (1.23) |
| I fear for the life and health of my pets | 4.12 | 0.006 * | 33.07 | 11.01 | 2.17 (1.58) | 2.30 (1.62) | 2.21 (1.68) | 2.44 (1.64) | 1.99 (1.47) |
| I fear for losing goods in the house | 5.88 | 0.001 ** | 33.21 | 11.07 | 2.21 (1.37) | 2.42 (1.45) | 2.34 (1.64) | 2.15 (1.58) | 1.98 (1.27) |
| I fear losing my wealth | 0.93 | 0.423 | 5.93 | 1.79 | 1.67 (1.63) | 2.42 (1.45) | 2.30 (1.35) | 1.65 (0.95) | 1.87 (1.26) |
| I fear for losing my job | 2.49 | 0.058 | 15.89 | 5.29 | 1.66 (1.63) | 2.37 (1.46) | 2.29 (1.37) | 2.40 (1.57) | 2.20 (1.30) |
| I fear the lack of food supplies | 3.05 | 0.028 | 14.73 | 4.91 | 1.67 (1.63) | 2.28 (1.55) | 2.16 (1.45) | 1.90 (1.26) | 2.00 (1.38) |
| I fear the lack of medicine and pills | 1.30 | 0.272 | 7.92 | 2.64 | 1.65 (1.63) | 2.41 (1.39) | 2.29 (1.22) | 2.06 (1.21) | 1.85 (1.95) |
| I fear from a post-pandemic period trauma | 3.49 | 0.015 | 19.13 | 6.37 | 3.33 (1.96) | 2.68 (1.49) | 2.73 (1.40) | 2.53 (1.32) | 2.15 (1.58) |
| I fear for I have not got enough money for recovery | 5.11 | 0.002 * | 31.57 | 10.52 | 2.18 (1.36) | 2.37 (1.46) | 2.10 (1.48) | 2.05 (1.39) | 1.98 (1.40) |
| I fear for losing my friends | 2.22 | 0.084 | 16.23 | 5.41 | 2.00 (1.67) | 2.13 (1.33) | 2.23 (1.38) | 1.84 (1.17) | 1.54 (1.58) |
| I fear for not attend to (continue) my school | 9.83 | 0.000 ** | 57.70 | 19.23 | 3.50 (1.97) | 2.24 (1.45) | 2.30 (1.42) | 1.69 (1.06) | 3.01 (1.01) |
| I fear for I cannot receive treatment in the hospital | 1.62 | 0.059 | 15.94 | 5.31 | 3.67 (2.06) | 3.27 (1.47) | 3.45 (1.39) | 3.15 (1.46) | 3.01 (1.95) |
* p ≤ 0.05; ** p ≤ 0.01.
One-way ANOVA results of the relations between the variables about fear caused by COVID-19 and age.
| Variable |
|
| Sum of Squares | Mean Square | 18–30 | 31–45 | 46–64 |
|---|---|---|---|---|---|---|---|
| M (SD) | M (SD) | M (SD) | |||||
| Previous fear | 1.30 | 0.272 | 3.15 | 1.05 | 1.91 (0.98) | 2.17 (1.09) | 1.83 (0.96) |
| Fear about COVID-19 | 4.71 | 0.003 * | 14.23 | 4.76 | 1.73 (0.88) | 1.69 (0.87) | 1.71 (0.85) |
| Recovery of yourself | 1.75 | 0.155 | 13.70 | 4.57 | 2.48 (1.63) | 2.71 (1.61) | 2.58 (1.47) |
| I fear for my own life and health | 1.42 | 0.234 | 7.05 | 2.35 | 2.51 (1.29) | 2.52 (1.18) | 2.69 (1.32) |
| I fear for the life and health of my wife/husband | 9.36 | 0.000 ** | 71.44 | 23.81 | 2.70 (1.62) | 3.06 (1.55) | 3.42 (1.45) |
| I fear for the life and health of my children | 41.10 | 0.000 ** | 349.71 | 116.57 | 2.20 (1.66) | 2.90 (1.80) | 3.94 (1.58) |
| I fear for the life and health of my parents | 7.26 | 0.000 ** | 32.94 | 10.98 | 4.25 (1.16) | 3.95 (1.36) | 3.98 (1.41) |
| I fear for the life and health of my pets | 1.91 | 0.053 | 23.30 | 7.76 | 2.45 (1.67) | 2.11 (1.50) | 2.45 (1.56) |
| I fear for losing goods in the house | 1.85 | 0.056 | 16.20 | 5.40 | 2.96 (1.35) | 2.18 (1.40) | 2.48 (1.52) |
| I fear losing my wealth | 1.19 | 0.310 | 6.88 | 2.29 | 2.27 (1.36) | 2.34 (1.39) | 2.48 (1.55) |
| I fear for losing my job | 11.44 | 0.000 ** | 71.32 | 23.77 | 2.02 (1.41) | 2.37 (1.51) | 2.48 (1.53) |
| I fear the lack of food supplies | 1.72 | 0.160 | 8.35 | 2.78 | 2.26 (1.24) | 2.37 (1.27) | 2.48 (1.49) |
| I fear the lack of medicine and pills | 7.14 | 0.000 ** | 42.70 | 14.23 | 2.63 (1.41) | 2.78 (1.31) | 3.19 (1.59) |
| I fear from a post-pandemic period trauma | 3.88 | 0.009 * | 21.24 | 7.08 | 2.50 (1.41) | 2.14 (1.44) | 2.13 (1.32) |
| I fear for I have not got enough money for recovery | 3.79 | 0.010 * | 23.54 | 7.84 | 2.50 (1.40) | 2.41 (1.50) | 2.38 (1.48) |
| I fear for losing my friends | 4.67 | 0.003 * | 33.85 | 11.28 | 2.44 (1.65) | 2.59 (1.53) | 2.99 (1.61) |
| I fear for not attend to (continue) my school | 8.48 | 0.000 ** | 49.71 | 16.57 | 2.31 (1.44) | 1.80 (1.19) | 2.27 (1.38) |
| I fear for I cannot receive treatment in the hospital | 0.55 | 0.645 | 3.38 | 1.13 | 3.35 (1.41) | 3.44 (1.40) | 3.40 (1.52) |
* p ≤ 0.05; ** p ≤ 0.01.
One-way ANOVA results comparing sources citizens use to receive information about COVID-19 by marital status, education level, and age.
| Variable | Marital Status | Education Level | Age | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
|
| Sum of Squares | Mean Square |
|
| Sum of Squares | Mean Square |
|
| Sum of Squares | Mean Square | |
| TV programs | 0.960 | 0.411 | 3.92 | 1.30 | 3.32 | 0.019 * | 13.50 | 4.50 | 1.98 | 0.114 | 8.05 | 2.68 |
| Government (official) | 2.64 | 0.048 * | 13.03 | 4.34 | 1.76 | 0.153 | 8.69 | 2.90 | 14.01 | 0.000 ** | 67.17 | 22.39 |
| Military or emergency services | 4.78 | 0.003 * | 22.63 | 7.54 | 2.68 | 0.045 * | 12.76 | 4.25 | 11.54 | 0.000 ** | 53.75 | 17.91 |
| Social media (Facebook, Twitter) | 0.219 | 0.883 | 0.81 | 0.27 | 0.455 | 0.714 | 1.68 | 0.56 | 0.227 | 0.878 | 0.84 | 0.28 |
| My friends or colleagues | 1.53 | 0.203 | 4.80 | 1.60 | 2.07 | 0.102 | 6.46 | 2.15 | 4.97 | 0.002 * | 15.25 | 5.08 |
| Radio | 2.29 | 0.077 | 8.69 | 2.89 | 1.52 | 0.207 | 5.78 | 1.92 | 1.88 | 0.131 | 7.09 | 2.36 |
| Newspaper | 2.82 | 0.037 | 9.63 | 3.21 | 1.84 | 0.057 | 9.68 | 3.22 | 1.67 | 0.171 | 5.66 | 1.88 |
| Academic journals or magazines | 4.29 | 0.005 | 22.60 | 7.53 | 5.50 | 0.001 ** | 28.90 | 9.63 | 0.963 | 0.409 | 5.10 | 1.70 |
| Scientists | 1.20 | 0.306 | 3.92 | 1.30 | 0.815 | 0.485 | 2.65 | 0.88 | 1.63 | 0.179 | 5.32 | 1.77 |
* p ≤ 0.05; ** p ≤ 0.01.
Independent samples t-test results for gender and variables relating to fear caused by COVID-19.
| Variable | Gender | |||||
|---|---|---|---|---|---|---|
|
|
| Sig. | df | Male X (SD) | Female X (SD) | |
| Previous fear | 14.98 | −4.58 | 0.000 ** | 804 | 1.54 (0.768) | 1.78 (0.933) |
| Fear about COVID-19 | 0.000 | −3.31 | 0.001 ** | 1224 | 1.80 (0.941) | 2.01 (1.02) |
| Recovery of yourself | 2.66 | 2.67 | 0.008 * | 1224 | 2.73 (1.67) | 2.46 (1.58) |
| I fear for my own life and health | 1.81 | −4.95 | 0.000 ** | 1224 | 2.25 (1.23) | 2.64 (1.28) |
| I fear for the life and health of my wife/husband | 0.440 | −1.10 | 0.270 | 1224 | 2.75 (1.58) | 2.86 (1.62) |
| I fear for the life and health of my children | 10.49 | −1.04 | 0.285 | 1224 | 2.41 (1.69) | 2.52 (1.79) |
| I fear for the life and health of my parents | 3.64 | −3.84 | 0.000 ** | 1224 | 3.95 (1.31) | 4.25 (1.20) |
| I fear for the life and health of my pets | 2.18 | −1.60 | 0.109 | 1224 | 2.27 (1.61) | 2.44 (1.64) |
| I fear for losing goods in the house | 0.350 | −2.65 | 0.008 * | 1224 | 2.12 (1.39) | 2.34 (1.36) |
| I fear for losing my wealth | 0.412 | −1.27 | 0.204 | 1224 | 2.22 (1.41) | 2.33 (1.33) |
| I fear losing my job | 5.19 | −1.56 | 0.118 | 728 | 2.05 (1.39) | 2.19 (1.48) |
| I fear the lack of food supplies | 3.23 | −1.44 | 0.159 | 1224 | 2.21 (1.22) | 2.32 (1.29) |
| I fear the lack of medicine and pills | 0.132 | −4.95 | 0.000 ** | 851 | 2.39 (1.39) | 2.83 (1.41) |
| I fear from a post-pandemic period trauma | 62.40 | −7.99 | 0.000 ** | 746 | 1.73 (1.11) | 2.34 (1.40) |
| I fear for have not got enough money to recover | 12.18 | −5.42 | 0.000 ** | 772 | 2.23 (1.33) | 2.70 (1.46) |
| I fear for losing my friends | 27.50 | −3.03 | 0.002 ** | 736 | 2.32 (1.41) | 2.60 (1.61) |
| I fear for not attending to (continue) my school | 12.47 | −4.18 | 0.000 ** | 634 | 1.97 (1.32) | 2.32 (1.43) |
| I fear for I cannot receive treatment in the hospital | 5.59 | −7.04 | 0.000 ** | 1224 | 2.92 (1.47) | 3.56 (1.36) |
* p ≤ 0.05; ** p ≤ 0.01.
Independent samples t-test results for gender and the information sources of citizens to receive information about COVID-19.
| Variable | Gender | |||||
|---|---|---|---|---|---|---|
|
| Sig. |
| df | Male X (SD) | Female X (SD) | |
| TV programs | 17.36 | 0.000 ** | −4.15 | 1224 | 2.68 (1.24) | 2.98 (1.11) |
| Government (official) | 8.17 | 0.000 ** | −5.22 | 1224 | 3.30 (1.35) | 3.71 (1.23) |
| Military or emergency services | 10.42 | 0.000 ** | −4.81 | 625 | 3.32 (1.34) | 3.71 (1.20) |
| Social media | 22.72 | 0.017 * | 2.38 | 612 | 2.18 (1.20) | 2.00 (1.06) |
| My friends or colleagues | 4.08 | 0.053 | 1.71 | 1224 | 2.44 (1.06) | 2.33 (0.999) |
| Radio | 0.306 | 0.000 ** | −4.47 | 1224 | 2.22 (1.10) | 2.53 (1.12) |
| Newspaper | 0.315 | 0.005 * | −2.79 | 1224 | 2.05 (1.10) | 2.24 (1.04) |
| Academic journals or magazines | 5.02 | 0.000 ** | −4.72 | 1224 | 2.78 (1.37) | 3.17 (1.29) |
| Scientists | 3.19 | 0.000 ** | −3.50 | 1224 | 3.89 (1.10) | 4.12 (1.00) |
* p ≤ 0.05; ** p ≤ 0.01.