| Literature DB >> 36042268 |
Mariana Morales-Montoya1, Nancy Córdova-Limaylla1, Gissela Briceño-Vergel1, Marysela Ladera-Castañeda2, Goretty Garcia-Luna1, Hernán Cachay-Criado1, Luis Cervantes-Ganoza3, César F Cayo-Rojas4.
Abstract
Peru was the country with the highest COVID-19 case fatality rate worldwide during second wave of infection, with dentists and pre-professional students being susceptible to infection due to clinical procedures they perform. This situation could have generated some kind of psychological disorder within this group. Therefore, the present study aimed to assess how COVID-19 pandemic affected this population group during second wave, in relation to depression, anxiety and stress. This observational and cross-sectional study in 368 Peruvian dentists (186 students and 182 professionals), was carried out during August to November 2021. The DASS-21 Scale was used to diagnose depression, anxiety and stress. For the statistical analysis, Pearson's chi-square test was used, in addition to a logit model using odds ratio (OR) to evaluate depression, anxiety and stress with the following factors: gender, age group, marital status, monthly family income, children, academic level, history of COVID-19, COVID-19 symptomatology, close relative with COVID-19, living with vulnerable people and work dedication. In addition, predictive models were constructed considering all possible significant causes. A significance level of p < 0.05 was considered. Dental students and professionals presented significant differences in levels of depression, anxiety and stress (p < 0.001, p = 0.022, p = 0.001; respectively). Male students were 56% less likely to develop stress (OR 0.44; CI 0.22-0.85) compared to females; while those unmarried were 81% less likely to develop stress (OR 0.19; CI 0.04-0.85). Likewise, those with children were 83% less likely to develop stress (OR 0.17; CI 0.06-0.52) and 65% less likely to develop depression (OR 0.35; CI 0.15-0.80). In addition, COVID-19 asymptomatics were 60% less likely to develop depression (OR 0.40; CI 0.17-0.92). However, having relatives with COVID-19 caused almost three times the probability of developing depression (OR 2.96; CI 1.29-6.79) and twice the probability of developing stress (OR 2.49; CI 1.07-5.78). As for dental professionals, it was noticed that those unmarried had almost three times the probability of developing stress (OR 2.93; CI 1.38-6.23); while those who only worked had twice the probability of developing stress (OR 2.37; CI 1.17-4.78). Dental students had a higher prevalence of depression, anxiety and stress. In addition, having children and being asymptomatic were protective predictors for depression, while being male, unmarried and having children were protective predictors for stress. However, having a relative with COVID-19 was a risk predictor for depression and stress. In professionals, only working and being unmarried were risk predictors for stress.Entities:
Mesh:
Year: 2022 PMID: 36042268 PMCID: PMC9426369 DOI: 10.1038/s41598-022-18899-x
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.996
Characterization of sociodemographic variables in dental students and professionals in a Lima population during the second wave of COVID-19.
| Variable | Category | Student | Professional | Total | |||
|---|---|---|---|---|---|---|---|
| f | % | f | % | f | % | ||
| Gender | Male | 69 | 37.1 | 101 | 55.5 | 170 | 46.2 |
| Female | 117 | 62.9 | 81 | 44.5 | 198 | 53.8 | |
| Age group | < 30 years | 144 | 77.4 | 49 | 26.9 | 193 | 52.4 |
| ≥ 30 years | 42 | 22.6 | 133 | 73.1 | 175 | 47.6 | |
| Marital status | Unmarried | 173 | 93.0 | 100 | 54.9 | 273 | 74.2 |
| Married | 13 | 7.0 | 82 | 45.1 | 95 | 25.8 | |
| Monthly family income | < $1125 | 169 | 90.9 | 111 | 61.0 | 280 | 76.1 |
| ≥ $1125 | 17 | 9.1 | 71 | 39.0 | 88 | 23.9 | |
| Children | Yes | 36 | 19.4 | 95 | 52.2 | 131 | 35.6 |
| No | 150 | 80.6 | 87 | 47.8 | 237 | 64.4 | |
| Academic level | Bachelor | 69 | 37.9 | 69 | 37.9 | ||
| Magister | 87 | 47.8 | 87 | 47.8 | |||
| Doctor | 26 | 14.3 | 26 | 14.3 | |||
| History of COVID-19 | Yes | 75 | 40.3 | 52 | 28.6 | 127 | 34.5 |
| No | 111 | 59.7 | 130 | 71.4 | 241 | 65.5 | |
| Symptoms of COVID-19 | Asymptomatic | 35 | 18.8 | 21 | 11.5 | 56 | 15.2 |
| Symptomatic | 46 | 24.7 | 35 | 19.2 | 81 | 22.0 | |
| Does not refer | 105 | 56.5 | 126 | 69.2 | 231 | 62.8 | |
| Close relative with COVID-19 | Yes | 148 | 79.6 | 127 | 69.8 | 275 | 74.7 |
| No | 38 | 20.4 | 55 | 30.2 | 93 | 25.3 | |
| Living with vulnerable people | Yes | 122 | 65.6 | 111 | 61.0 | 233 | 63.3 |
| No | 64 | 34.4 | 71 | 39.0 | 135 | 36.7 | |
| Occupation | Study | 52 | 28.0 | 52 | 14.1 | ||
| Work | 105 | 57.7 | 105 | 28.5 | |||
| Study and work | 134 | 72.0 | 77 | 42.3 | 211 | 57.3 | |
| Age | Mean ± SD | 25.3 ± 6.7 | 38.4 ± 10.4 | 31.8 ± 10.9 | |||
f absolute frequency, SD standard deviation.
Figure 1Distribution of dental students according to their levels of Depression, Anxiety and Stress.
Figure 2Distribution of dental professionals according to their levels of Depression, Anxiety and Stress.
Comparison of Depression, Anxiety and Stress levels among dental students and professionals in a Lima population during the second wave of COVID-19.
| Variable | Group | f | Nivel | *p | ||||
|---|---|---|---|---|---|---|---|---|
| Normal | Mild | Moderate | Severe | Extremely severe | ||||
| Depression | Student | 186 | 98 | 26 | 40 | 12 | 10 | 0.000 |
| Professional | 182 | 130 | 22 | 22 | 4 | 4 | ||
| Anxiety | Student | 186 | 104 | 25 | 27 | 13 | 17 | 0.022 |
| Professional | 182 | 122 | 21 | 21 | 6 | 12 | ||
| Stress | Student | 186 | 109 | 23 | 35 | 14 | 5 | 0.001 |
| Professional | 182 | 137 | 18 | 16 | 7 | 4 | ||
f absolute frequency, Based on Whitney's Mann's U; p < 0.05 (significant differences).
Depression, Anxiety and Stress associated with sociodemographic factors of dental students in a Lima population during the second wave of COVID-19.
| Variable | Category | Depression | Anxiety | Stress | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Yes | No | *p | Yes | No | *p | Yes | No | *p | ||
| f (%) | f (%) | f (%) | f (%) | f (%) | f (%) | |||||
| Gender | Male | 27 (14.5) | 42 (22.6) | 0.860 | 24 (12.9) | 45 (24.2) | 0.049 | 20 (10.8) | 49 (26.3) | 0.008 |
| Female | 61 (32.8) | 56 (30.1) | 58 (31.2) | 59 (31.7) | 57 (30.6) | 60 (32.3) | ||||
| Age group | < 30 years | 71 (38.2) | 73 (39.2) | 0.313 | 65 (34.9) | 79 (42.5) | 0.592 | 61 (32.8) | 83 (44.6) | 0.621 |
| ≥ 30 years | 17 (9.1) | 25 (13.4) | 17 (9.1) | 25 (13.4) | 16 (8.6) | 26 (14.0) | ||||
| Marital status | Unmarried | 81 (43.5) | 92 (49.5) | 0.625 | 75 (40.3) | 98 (52.7) | 0.462 | 70 (37.6) | 103 (55.4) | 0.345 |
| Married | 7 (3.8) | 6 (3.2) | 7 (3.8) | 6 (3.2) | 7 (3.8) | 6 (3.2) | ||||
| Monthly family income | < $1125 | 82 (44.1) | 87 (46.8) | 0.298 | 75 (40.3) | 94 (50.5) | 0.800 | 71 (38.2) | 98 (52.7) | 0.592 |
| ≥ $1125 | 6 (3.2) | 11 (5.9) | 7 (3.8) | 10 (5.4) | 6 (3.2) | 11 (5.9) | ||||
| Children | Yes | 10 (5.4) | 26 (14.0) | 0.009 | 15 (8.1) | 21 (11.3) | 0.745 | 8 (4.3) | 28 (15.1) | 0.009 |
| No | 78 (41.9) | 72 (38.7) | 67 (36.0) | 83 (44.6) | 69 (37.1) | 81 (43.5) | ||||
| History of COVID-19 | Yes | 39 (21.0) | 36 (19.4) | 0.292 | 42 (22.6) | 33 (17.7) | 0.007 | 32 (17.2) | 43 (23.1) | 0.773 |
| No | 49 (26.3) | 62 (33.3) | 40 (21.5) | 71 (38.2) | 45 (24.2) | 66 (35.5) | ||||
| Symptoms of COVID-19 | Asymptomatic | 24 (12.9) | 11 (5.9) | 0.020 | 25 (13.4) | 10 (5.4) | 0.001 | 16 (8.6) | 19 (10.2) | 0.829 |
| Symptomatic | 19 (10.2) | 27 (14.5) | 20 (10.8) | 26 (14.0) | 18 (9.7) | 28 (15.1) | ||||
| Does not refer | 45 (24.2) | 60 (32.3) | 37 (19.9) | 68 (36.6) | 43 (23.1) | 62 (33.3) | ||||
| Close relative with COVID-19 | Yes | 77 (41.4) | 71 (38.2) | 0.011 | 71 (38.2) | 77 (41.4) | 0.035 | 68 (36.6) | 80 (43.0) | 0.013 |
| No | 11 (5.9) | 27 (14.5) | 11 (5.9) | 27 (14.5) | 9 (4.8) | 29 (15.6) | ||||
| Living with vulnerable people | Yes | 62 (33.3) | 60 (32.3) | 0.186 | 54 (29.0) | 68 (36.6) | 0.947 | 56 (30.1) | 66 (35.5) | 0.085 |
| No | 26 (14.0) | 38 (20.4) | 28 (15.1) | 36 (19.4) | 21 (11.3) | 43 (23.1) | ||||
| Occupation | Work | 28 (15.1) | 24 (12.9) | 0.266 | 26 (14.0) | 26 (14.0) | 0.312 | 27 (14.5) | 25 (13.4) | 0.069 |
| Study and work | 60 (32.3) | 74 (39.8) | 56 (30.1) | 78 (41.9) | 50 (26.9) | 84 (45.2) | ||||
*Based on Pearson's chi-square, p < 0.05 (significant association).
Depression, Anxiety and Stress associated with sociodemographic factors of dental professionals in a Lima population during the second wave of COVID-19.
| Variable | Category | Depression | Anxiety | Stress | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Yes | No | p | Yes | No | p | Yes | No | p | ||
| f (%) | f (%) | f (%) | f (%) | f (%) | f (%) | |||||
| Gender | Male | 25 (13.7) | 76 (41.8) | 0.203 | 30 (16.5) | 71 (39.0) | 0.296 | 27 (14.8) | 74 (40.7) | 0.483 |
| Female | 27 (14.8) | 54 (29.7) | 30 (16.5) | 51 (28.0) | 18 (9.9) | 63 (34.6) | ||||
| Age group | < 30 years | 17 (9.3) | 32 (17.6) | 0.267 | 22 (12.1) | 27 (14.8) | 0.038 | 16 (8.8) | 33 (18.1) | 0.132 |
| ≥ 30 years | 35 (19.2) | 98 (53.8) | 38 (20.9) | 95 (52.2) | 29 (15.9) | 104 (57.1) | ||||
| Marital status | Unmarried | 36 (19.8) | 64 (35.2) | 0.014 | 39 (21.4) | 61 (33.5) | 0.056 | 33 (18.1) | 67 (36.8) | 0.004 |
| Married | 16 (8.8) | 66 (36.3) | 21 (11.5) | 61 (33.5) | 12 (6.6) | 70 (38.5) | ||||
| Monthly family income | < $1125 | 35 (19.2) | 76 (41.8) | 0.269 | 38 (20.9) | 73 (40.1) | 0.649 | 26 (14.3) | 85 (46.7) | 0.611 |
| ≥ $1125 | 17 (9.3) | 54 (29.7) | 22 (12.1) | 49 (26.9) | 19 (10.4) | 52 (28.6) | ||||
| Children | Yes | 22 (12.1) | 73 (40.1) | 0.091 | 26 (14.3) | 69 (37.9) | 0.093 | 19 (10.4) | 76 (41.8) | 0.123 |
| No | 30 (16.5) | 57 (31.3) | 34 (18.7) | 53 (29.1) | 26 (14.3) | 61 (33.5) | ||||
| Academic level | Bachelor | 29 (15.9) | 40 (22.0) | 0.005 | 31 (17.0) | 38 (20.9) | 0.008 | 22 (12.1) | 47 (25.8) | 0.081 |
| Magister | 16 (8.8) | 71 (39.0) | 19 (10.4) | 68 (37.4) | 15 (8.2) | 72 (39.6) | ||||
| Doctor | 7 (3.8) | 19 (10.4) | 10 (5.5) | 16 (8.8) | 8 (4.4) | 18 (9.9) | ||||
| History of COVID-19 | Yes | 27 (14.8) | 25 (13.7) | 0.000 | 26 (14.3) | 26 (14.3) | 0.002 | 21 (11.5) | 31 (17.0) | 0.002 |
| No | 25 (13.7) | 105 (57.7) | 34 (18.7) | 96 (52.7) | 24 (13.2) | 106 (58.2) | ||||
| Symptoms of COVID-19 | Asymptomatic | 7 (3.8) | 14 (7.7) | 0.000 | 6 (3.3) | 15 (8.2) | 0.003 | 6 (3.3) | 15 (8.2) | 0.014 |
| Symptomatic | 20 (11.0) | 15 (8.2) | 20 (11.0) | 15 (8.2) | 15 (8.2) | 20 (11.0) | ||||
| Does not refer | 25 (13.7) | 101 (55.5) | 34 (18.7) | 92 (50.5) | 24 (13.2) | 102 (56.0) | ||||
| Close relative with COVID-19 | Yes | 41 (22.5) | 86 (47.3) | 0.092 | 50 (27.5) | 77 (42.3) | 0.005 | 37 (20.3) | 90 (49.5) | 0.036 |
| No | 11 (6.0) | 44 (24.2) | 10 (5.5) | 45 (24.7) | 8 (4.4) | 47 (25.8) | ||||
| Living with vulnerable people | Yes | 33 (18.1) | 78 (42.9) | 0.665 | 42 (23.1) | 69 (37.9) | 0.081 | 29 (15.9) | 82 (45.1) | 0.584 |
| No | 19 (10.4) | 52 (28.6) | 18 (9.9) | 53 (29.1) | 16 (8.8) | 55 (30.2) | ||||
| Occupation | Work | 26 (14.3) | 79 (43.4) | 0.184 | 34 (18.7) | 71 (39.0) | 0.844 | 19 (10.4) | 86 (47.3) | 0.015 |
| Study and work | 26 (14.3) | 51 (28.0) | 26 (14.3) | 51 (28.0) | 26 (14.3) | 51 (28.0) | ||||
*Based on Pearson’s chi-square, p < 0.05 (significant association).
Multivariate logistic regression model of Depression, Anxiety and Stress in dental students according to their associated factors.
| Variable | Category | Crude model | Adjusted model | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Depression | Anxiety | Stress | Depression | Stress | |||||||||||||||||
| p | OR | 95% CI | p | OR | 95% CI | p | OR | 95% CI | p | OR | 95% CI | p | OR | 95% CI | |||||||
| LL | UL | LL | UL | LL | UL | LL | UL | LL | UL | ||||||||||||
| Gender | Male | 0.154 | 0.61 | 0.31 | 1.20 | 0.042 | 0.49 | 0.25 | 0.97 | 0.031 | 0.47 | 0.23 | 0.93 | 0.015 | 0.44 | 0.22 | 0.85 | ||||
| Female | 1.00 | 1.00 | 1.00 | 1.00 | |||||||||||||||||
| Age group | < 30 years | 0.855 | 1.08 | 0.47 | 2.47 | 0.904 | 0.95 | 0.42 | 2.14 | 0.884 | 0.94 | 0.40 | 2.21 | ||||||||
| ≥ 30 years | 1.00 | 1.00 | 1.00 | ||||||||||||||||||
| Marital status | Unmarried | 0.101 | 0.29 | 0.06 | 1.28 | 0.458 | 0.60 | 0.16 | 2.30 | 0.041 | 0.20 | 0.04 | 0.93 | 0.029 | 0.19 | 0.04 | 0.85 | ||||
| Married | 1.00 | 1.00 | 1.00 | 1.00 | |||||||||||||||||
| Monthly family income | < $1125 | 0.976 | 1.02 | 0.32 | 3.27 | 0.632 | 0.76 | 0.24 | 2.36 | 0.669 | 0.77 | 0.24 | 2.53 | ||||||||
| ≥ $1125 | 1.00 | 1.00 | 1.00 | ||||||||||||||||||
| Children | Yes | 0.004 | 0.22 | 0.08 | 0.62 | 0.624 | 0.80 | 0.33 | 1.94 | 0.002 | 0.16 | 0.05 | 0.52 | 0.013 | 0.35 | 0.15 | 0.80 | 0.002 | 0.17 | 0.06 | 0.52 |
| No | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | ||||||||||||||||
| History of COVID-19 | Yes | 0.377 | 0.48 | 0.09 | 2.46 | 0.421 | 1.86 | 0.41 | 8.48 | 0.516 | 0.56 | 0.09 | 3.29 | ||||||||
| No | 1.00 | 1.00 | 1.00 | ||||||||||||||||||
| Symptoms | Asymptomatic | 0.025 | 0.17 | 0.03 | 0.80 | 0.071 | 0.27 | 0.06 | 1.12 | 0.347 | 0.44 | 0.08 | 2.43 | 0.032 | 0.40 | 0.17 | 0.92 | ||||
| Symptomatic | 0.500 | 0.55 | 0.09 | 3.18 | 0.834 | 1.19 | 0.23 | 6.11 | 0.599 | 0.60 | 0.09 | 3.98 | 0.416 | 1.37 | 0.64 | 2.90 | |||||
| Does not refer | 1.00 | 1.00 | 1.00 | 1.00 | |||||||||||||||||
| Close relative with COVID-19 | Yes | 0.029 | 2.72 | 1.11 | 6.67 | 0.275 | 1.63 | 0.68 | 3.89 | 0.034 | 2.76 | 1.08 | 7.06 | 0.010 | 2.96 | 1.29 | 6.79 | 0.035 | 2.49 | 1.07 | 5.78 |
| No | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | ||||||||||||||||
| Living with vulnerable people | Yes | 0.101 | 1.78 | 0.89 | 3.53 | 0.848 | 1.07 | 0.54 | 2.11 | 0.074 | 1.89 | 0.94 | 3.79 | ||||||||
| No | 1.00 | 1.00 | 1.00 | ||||||||||||||||||
| Occupation | Study | 0.248 | 0.65 | 0.31 | 1.35 | 0.152 | 0.59 | 0.29 | 1.22 | 0.125 | 0.56 | 0.26 | 1.18 | ||||||||
| Study and work | 1.00 | 1.00 | 1.00 | ||||||||||||||||||
*p < 0.05significant association according to regression model (a: was not significant in the adjusted model). a: Gender was not included in the adjusted model for anxiety as a p > 0.05 was obtained. The model effect size (Nagelkerke's R2) for depression was 0.210 and for stress was 0.214.
Multivariate logistic regression model of Depression, Anxiety and Stress in dental professionals according to their associated factors.
| Variable | Category | Crude model | Adjusted model | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Depression | Anxiety | Stress | Stress | ||||||||||||||
| *p | OR | 95% CI | *p | OR | 95% CI | *p | OR | 95% CI | *p | OR | 95% CI | ||||||
| LL | UL | LL | UL | LL | UL | LL | UL | ||||||||||
| Gender | Male | 0.574 | 0.81 | 0.38 | 1.71 | 0.542 | 0.80 | 0.39 | 1.64 | 0.459 | 1.35 | 0.61 | 3.02 | ||||
| Female | 1.00 | 1.00 | 1.00 | ||||||||||||||
| Age group | < 30 years | 0.188 | 0.54 | 0.22 | 1.35 | 0.920 | 0.96 | 0.41 | 2.23 | 0.554 | 0.76 | 0.31 | 1.88 | ||||
| ≥ 30 years | 1.00 | 1.00 | 1.00 | ||||||||||||||
| Marital status | Unmarried | 0.409 | 1.53 | 0.56 | 4.16 | 0.780 | 1.15 | 0.44 | 2.97 | 0.019 | 3.73 | 1.24 | 11.19 | 0.005 | 2.93 | 1.38 | 6.23 |
| Married | 1.00 | 1.00 | 1.00 | 1.00 | |||||||||||||
| Monthly family income | < $1125 | 0.989 | 0.99 | 0.43 | 2.30 | 0.518 | 0.77 | 0.35 | 1.69 | 0.177 | 0.55 | 0.23 | 1.31 | ||||
| ≥ $1125 | 1.00 | 1.00 | 1.00 | ||||||||||||||
| Children | Yes | 0.772 | 0.87 | 0.35 | 2.17 | 0.541 | 0.76 | 0.32 | 1.81 | 0.625 | 1.27 | 0.49 | 3.26 | ||||
| No | 1.00 | 1.00 | 1.00 | ||||||||||||||
| Academic level | Bachelor | 0.197 | 0.47 | 0.15 | 1.48 | 0.879 | 0.92 | 0.32 | 2.62 | 0.757 | 1.20 | 0.38 | 3.77 | ||||
| Magister | 0.428 | 1.58 | 0.51 | 4.93 | 0.095 | 2.41 | 0.86 | 6.74 | 0.223 | 2.00 | 0.66 | 6.13 | |||||
| Doctor | 1.00 | 1.00 | 1.00 | ||||||||||||||
| History of COVID-19 | Yes | 0.177 | 5.73 | 0.45 | 72.37 | 0.282 | 3.86 | 0.33 | 45.16 | 0.273 | 4.08 | 0.33 | 50.49 | ||||
| No | 1.00 | 1.00 | 1.00 | ||||||||||||||
| Symptoms of COVID-19 | Asymptomatic | 0.358 | 3.14 | 0.27 | 35.95 | 0.282 | 3.65 | 0.35 | 38.51 | 0.430 | 2.63 | 0.24 | 28.99 | ||||
| Symptomatic | 0.997 | 1.01 | 0.07 | 13.58 | 0.853 | 1.27 | 0.10 | 16.03 | 0.790 | 1.42 | 0.11 | 19.28 | |||||
| Does not refer | 1.00 | 1.00 | 1.00 | ||||||||||||||
| Close relative with COVID-19 | Yes | 0.699 | 1.20 | 0.48 | 2.98 | 0.114 | 2.01 | 0.84 | 4.80 | 0.128 | 2.15 | 0.80 | 5.75 | ||||
| No | 1.00 | 1.00 | 1.00 | ||||||||||||||
| Living with vulnerable people | Yes | 0.985 | 1.01 | 0.47 | 2.15 | 0.131 | 1.75 | 0.85 | 3.60 | 0.577 | 1.25 | 0.57 | 2.77 | ||||
| No | 1.00 | 1.00 | 1.00 | ||||||||||||||
| Occupation | Work | 0.214 | 1.60 | 0.76 | 3.33 | 0.925 | 1.03 | 0.51 | 2.08 | 0.023 | 2.43 | 1.13 | 5.22 | 0.016 | 2.37 | 1.17 | 4.78 |
| Study and work | 1.00 | 1.00 | 1.00 | 1.00 | |||||||||||||
*p < 0.05, significant association according to regression model. The model effect size (Nagelkerke's R2) for stress was 0.225.
Building predictive models for depression, anxiety and stress.
| Predictive model | Variable to predict (Y*) |
|---|---|
| Y | |
| Depression in students | |
| Stress in students | |
| Stress in professionals |
Y*: dependent variable (depression or stress), e: base of natural logarithm, f(x): function of probable cause (x = predictor variable), β0: constant coefficient of determination, Βn: coefficient of determination of independent variable. Note: The categories of predictor variables included in the model should take value 1; any other category of variable X that was not considered as predictor, should be considered with valor 0.