| Literature DB >> 36052100 |
Jeffrey Gassen1, Tomasz J Nowak1, Alexandria D Henderson1, Sally P Weaver2, Erich J Baker3, Michael P Muehlenbein1.
Abstract
Background: Pandemic fatigue describes a phenomenon whereby individuals experience a decrease in COVID-19 concern over time, despite their risk for infection remaining stable, or even increasing. Individual differences in the experience of pandemic fatigue may have important implications for people's adherence to public health recommendations. Design and methods: Using data collected from a large community cohort in McLennan County, TX, longitudinal changes in COVID-19-related concern, stress, and affect across three appointments separated by approximately 4 weeks (July-November 2020) were examined. About 495, 349, and 286 participants completed one, two, and three appointments, respectively. Changes to stress physiology and local travel over time were also analyzed.Entities:
Keywords: COVID fatigue; COVID-19; Pandemic fatigue; growth mixture modeling; latent class analysis
Year: 2022 PMID: 36052100 PMCID: PMC9425906 DOI: 10.1177/22799036221119011
Source DB: PubMed Journal: J Public Health Res ISSN: 2279-9028
Intercepts (initial levels) and slopes of each variable by latent class.
| Latent class | Concern about lifting restrictions | Stress | Negative affect | Positive affect | ||||
|---|---|---|---|---|---|---|---|---|
| 1. Low concern, low stress ( | 2.98 (0.17) | −0.51 (0.06) | 2.10 (0.07) | −0.19 (0.04) | 1.56 (0.06) | −0.08 (0.03) | 3.42 (0.07) | 0.13 (0.03) |
| 2. Moderate concern, moderate stress ( | 5.93 (0.11) | −0.43 (0.07) | 2.83 (0.07) | −0.15 (0.03) | 2.09 (0.06) | −0.11 (0.03) | 2.88 (0.05) | −0.02 (0.04) |
| 3. Moderate concern, low stress ( | 5.97 (0.11) | −0.46 (0.06) | 1.95 (0.05) | −0.15 (0.03) | 1.45 (0.03) | −0.06 (0.02) | 3.64 (0.07) | 0.02 (0.03) |
| 4. High concern, high stress ( | 6.30 (0.24) | −0.13 (0.12) | 3.59 (0.13) | −0.25 (0.07) | 3.14 (0.13) | −0.11 (0.10) | 2.36 (0.13) | 0.11 (0.09) |
| Sample overall | 5.34 (0.07) | −0.44 (0.03) | 2.40 (0.03) | −0.15 (0.02) | 1.80 (0.03) | −0.08 (0.01) | 3.23 (0.03) | 0.04 (0.02) |
I: intercept, with time centered at baseline such that intercepts reflect group means at Session 1; S: linear time slope; SE: standard error.
p < .05, **p < .01, ***p < .001.
Descriptive statistics for predictors of latent class membership.
| Variable | Class 1 | Class 2 | Class 3 | Class 4 | Predicted class membership |
|---|---|---|---|---|---|
| Low concern, low stress ( | Moderate concern, moderate stress ( | Moderate concern, low stress ( | High concern, high stress ( | ||
| Age (years) | 45.76 (14.29) | 40.79 (12.93) | 48.92 (14.50) | 34.03 (8.45) |
|
| Sex (female) (%) | 46.5 | 67.9 | 66.8 | 63.9 |
|
| Body mass index (kg/m²) | 27.69 (5.45) | 28.75 (6.52) | 29.28 (6.59) | 32.73 (6.65) | |
| Hispanic (%) | 8.9 | 18.0 | 24.2 | 30.6 |
|
| Education (1–10) | 5.71 (1.97) | 5.87 (2.08) | 6.00 (2.10) | 5.86 (2.09) |
|
| Has insurance (%) | 97.0 | 92.3 | 94.2 | 86.1 | |
| First responder/healthcare worker (%) | 28.7 | 39.9 | 39.5 | 17.1 |
|
| General risk tolerance (1–7) | 4.39 (1.55) | 3.40 (1.64) | 3.50 (1.76) | 2.83 (1.92) |
|
| Germ aversion (1–7) | 4.23 (1.14) | 5.37 (1.07) | 5.17 (0.95) | 5.56 (1.20) |
|
| Perceived infectability (1–7) | 2.69 (1.22) | 3.42 (1.24) | 2.85 (1.20) | 3.53 (1.17) |
|
| Pathogen disgust (1–7) | 4.35 (1.54) | 4.62 (1.34) | 4.66 (1.22) | 5.23 (1.12) | |
| Perceived COVID-19 knowledge (1–7) | 5.93 (0.91) | 6.13 (0.97) | 6.20 (0.90) | 5.81 (1.14) | |
| Perceived risk for COVID-19 infection (1–7) | 3.94 (1.71) | 4.35 (1.45) | 3.84 (1.56) | 4.25 (1.78) | |
| Perceived risk for severe COVID-19 (1–7) | 2.95 (1.47) | 3.81 (1.46) | 3.65 (1.46) | 4.50 (1.50) |
|
Shown here for continuous variables are means and standard deviations (parentheses).
Indicates that the variable significantly predicted likelihood of belonging in a class relative to the reference class (Class 3) in a multinomial logistic regression analysis.
Logistic regression analysis for demographic predictors of latent class membership.
| Variable |
|
|
|
| OR | CIs |
|---|---|---|---|---|---|---|
| Age | ||||||
| Low concern, low stress (Class 1) | −0.02 | 0.01 | −1.55 | 0.12 | 0.98 | (0.95, 1.01) |
| Moderate concern, moderate stress (Class 2) | −0.07 | 0.02 | −5.07 | <0.001 | 0.93 | (0.90, 0.96) |
| High concern, high stress (Class 4) | −0.19 | 0.04 | −4.54 | <0.001 | 0.83 | (0.76, 0.90) |
| Sex | ||||||
| Low concern, low stress (Class 1) | 0.76 | 0.36 | 2.11 | 0.04 | 2.13 | (1.06, 4.29) |
| Moderate concern, moderate stress (Class 2) | −0.05 | 0.31 | −0.17 | 0.86 | 0.95 | (0.52, 1.74) |
| High concern, high stress (Class 4) | 0.97 | 0.50 | 1.92 | 0.06 | 2.63 | (0.98, 7.07) |
| BMI | ||||||
| Low concern, low stress (Class 1) | −0.05 | 0.03 | −1.46 | 0.15 | 0.96 | (0.90, 1.02) |
| Moderate concern, moderate stress (Class 2) | −0.03 | 0.03 | −1.06 | 0.29 | 0.97 | (0.52, 1.74) |
| High concern, high stress (Class 4) | 0.03 | 0.05 | 0.53 | 0.60 | 1.03 | (0.94, 1.12) |
| Hispanic | ||||||
| Low concern, low stress (Class 1) | −1.50 | 0.54 | −2.78 | 0.01 | 0.22 | (0.08, 0.64) |
| Moderate concern, moderate stress (Class 2) | −0.91 | 0.36 | −2.55 | 0.01 | 0.40 | (0.20, 0.81) |
| High concern, high stress (Class 4) | −0.25 | 0.67 | −0.38 | 0.71 | 0.78 | (0.21, 2.89) |
| Education | ||||||
| Low concern, low stress (Class 1) | −0.25 | 0.09 | −2.90 | <0.001 | 0.78 | (0.66, 0.92) |
| Moderate concern, moderate stress (Class 2) | −0.05 | 0.08 | −0.69 | 0.49 | 0.95 | (0.82, 1.10) |
| High concern, high stress (Class 4) | 0.16 | 0.18 | 0.92 | 0.36 | 1.18 | (0.83, 1.67) |
| Has insurance | ||||||
| Low concern, low stress (Class 1) | 1.13 | 0.81 | 1.40 | 0.16 | 3.10 | (0.64, 15.00) |
| Moderate concern, moderate stress (Class 2) | 0.27 | 0.71 | 0.37 | 0.71 | 1.30 | (0.32, 5.27) |
| High concern, high stress (Class 4) | −0.22 | 1.05 | −0.21 | 0.83 | 0.80 | (0.10, 6.26) |
| First responder or healthcare worker | ||||||
| Low concern, low stress (Class 1) | −0.88 | 0.43 | −2.04 | 0.04 | 0.41 | (0.18, 0.97) |
| Moderate concern, moderate stress (Class 2) | −0.31 | 0.31 | −1.01 | 0.31 | 0.73 | (0.40, 1.34) |
| High concern, high stress (Class 4) | −1.83 | 0.89 | −2.07 | 0.04 | 0.16 | (0.03, 0.91) |
Shown here are unstandardized regression coefficients (b), standard errors (SE), t-values (t), p-values (p), odds ratios (OR), and confidence intervals for the ORs (CIs).
Logistic regression analysis for risk perception predictors of latent class membership.
| Variable |
|
|
|
| OR | CIs |
|---|---|---|---|---|---|---|
| General risk tolerance | ||||||
| Low concern, low stress (Class 1) | 0.19 | 0.10 | 1.91 | 0.06 | 1.21 | (1.00, 1.48) |
| Moderate concern, moderate stress (Class 2) | −0.04 | 0.09 | −0.52 | 0.60 | 0.96 | (0.81, 1.13) |
| High concern, high stress (Class 4) | −0.58 | 0.25 | −2.28 | 0.02 | 0.56 | (0.34, 0.92) |
| Germ aversion | ||||||
| Low concern, low stress (Class 1) | −1.04 | 0.17 | −5.97 | <0.001 | 0.35 | (0.25, 0.50) |
| Moderate concern, moderate stress (Class 2) | 0.11 | 0.15 | 0.73 | 0.47 | 1.12 | (0.83, 1.51) |
| High concern, high stress (Class 4) | −0.02 | 0.34 | −0.05 | 0.96 | 0.98 | (0.51, 1.90) |
| Perceived infectability | ||||||
| Low concern, low stress (Class 1) | 0.03 | 0.17 | 0.16 | 0.87 | 1.03 | (0.74, 1.44) |
| Moderate concern, moderate stress (Class 2) | 0.31 | 0.12 | 2.49 | 0.01 | 1.36 | (1.07, 1.74) |
| High concern, high stress (Class 4) | 0.33 | 0.29 | 1.13 | 0.26 | 1.39 | (0.78, 2.47) |
| Pathogen disgust | ||||||
| Low concern, low stress (Class 1) | 0.08 | 0.16 | 0.52 | 0.60 | 1.09 | (0.80, 1.48) |
| Moderate concern, moderate stress (Class 2) | −0.07 | 0.12 | −0.58 | 0.56 | 0.93 | (0.74, 1.18) |
| High concern, high stress (Class 4) | 0.66 | 0.35 | 1.89 | 0.06 | 1.94 | (0.98, 3.86) |
| Perceived COVID-19 knowledge | ||||||
| Low concern, low stress (Class 1) | −0.26 | 0.21 | −1.25 | 0.21 | 0.77 | (0.51, 1.16) |
| Moderate concern, moderate stress (Class 2) | 0.11 | 0.17 | 0.66 | 0.51 | 1.12 | (0.80, 1.57) |
| High concern, high stress (Class 4) | −0.61 | 0.31 | −1.96 | 0.05 | 0.54 | (0.29, 1.00) |
| Perceived risk for COVID-19 infection | ||||||
| Low concern, low stress (Class 1) | 0.03 | 0.12 | 0.27 | 0.79 | 1.03 | (0.82, 1.29) |
| Moderate concern, moderate stress (Class 2) | 0.14 | 0.10 | 1.35 | 0.18 | 1.15 | (0.94, 1.41) |
| High concern, high stress (Class 4) | −0.02 | 0.21 | −0.07 | 0.94 | 0.99 | (0.65, 1.49) |
| Perceived risk for severe COVID-19 | ||||||
| Low concern, low stress (Class 1) | −0.29 | 0.13 | −2.17 | 0.03 | 0.75 | (0.58, 0.97) |
| Moderate concern, moderate stress (Class 2) | 0.17 | 0.13 | 1.32 | 0.19 | 1.19 | (0.92, 1.53) |
| High concern, high stress (Class 4) | 0.74 | 0.23 | 3.24 | <0.001 | 2.10 | (1.34, 3.30) |
Shown here are unstandardized regression coefficients (b), standard errors (SE), t-values (t), p-values (p), odds ratios (OR), and confidence intervals for the ORs (CIs).
Figure 1.Longitudinal trajectories for physiological measures separated by latent class: low concern, low stress (Class 1), moderate concern, moderate stress (Class 2), moderate concern, low stress (Class 3), and high concern, high stress (Class 4). Systolic blood pressure (BP) shown in panel (a), diastolic BP in (b), pulse in (c), and forehead temperature in (d).
Figure 2.Longitudinal trajectories for travel measures separated by latent class: low concern, low stress (Class 1), moderate concern, moderate stress (Class 2), moderate concern, low stress (Class 3), and high concern, high stress (Class 4). The y-axis represents typical number of reported trips of that type in an average week.