| Literature DB >> 33227029 |
Dalibor Petrović1,2, Marijana Petrović2, Nataša Bojković2, Vladan P Čokić3.
Abstract
With the wake of the COVID-19 pandemic, the question of society's capability to deal with an acute health crisis is, once again, brought to the forefront. In the core is the need to broaden the perspective on the determinants of a country's ability to cope with the spread of the virus. This paper is about bringing together diverse aspects of readiness and initial reaction to a COVID-19 outbreak. We proposed an integrated evaluation framework which encapsulates six dimensions of readiness and initial reaction. Using a specific multi-level outranking method, we analysed how these dimensions affect the relative positioning of European countries in the early stages of the COVID-19 outbreak. The results revealed that the order of countries based on our six-dimensional assessment framework is significantly reminiscent of the actual positioning of countries in terms of COVID-19 morbidity and mortality in the initial phase of the pandemic. Our findings confirm that only when a country's readiness is complemented by an appropriate societal reaction we can expect a less severe outcome. Moreover, our study revealed different patterns of performance between former communist Eastern European and Western European countries.Entities:
Mesh:
Year: 2020 PMID: 33227029 PMCID: PMC7682891 DOI: 10.1371/journal.pone.0242838
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Framework for multidimensional assessment of country readiness and reaction to COVID-19 outbreak.
| Preparedness capacity | Health risk factors | Trust in institutions | |
| Government interventions | Testing policy | Mobility reduction | |
| Severity of initial COVID-19 outbreak | |||
Operationalisation of dimensions—Summary.
| Dimensions | Explanation in brief | Operationalization | |||
|---|---|---|---|---|---|
| Indicator(s) with label in brackets | Variable | Data Source | |||
| Country’s capacity to deal with the importation and the spread of the virus | IHR compliance (IHRc) | Average value of SPAR indicators for following capacities: Legislation and Financing, IHR Coordination, Laboratory Surveillance, Human Resources, NH Emergency Framework, Health Service Provision, Risk Communication, Points of Entry | eSPAR (WHO) [ | ||
| Confidence in institutions to deal with health crisis | Trust in government (TrGov) | Level of trust in government on scale 1–4 | EVS [ | ||
| Trust in health care system (TrPHS) | Level of trust in public health system on scale 1–4 | ||||
| Health risk factors that affect vulnerability of citizens to COVID-19 | Share of older people (HRF) | Percentage of population aged 65 or more | Our World in Data [ | ||
| Stringency of government reaction—school closures; workplace closures; cancellation of public events; restrictions on public gatherings; closures of public transport; stay-at-home requirements; public information campaigns; restrictions on internal movements; and international travel controls. | Timeliness of government interventions (GovI1) | Number of days from the first case to the maximum Stringency index value | Stringency Index -OxCGRT -Oxford COVID-19 Government Response Tracker [ | ||
| Strictness of government interventions (GovI2) | Average Stringency Index for days when its score was over 60 | ||||
| Duration of government interventions (GovI3) | Number of days before or after the first case when Stringency Index was at least 10 | ||||
| Scale of testing compared to the scale of the outbreak | Mass testing (Test) | Number of days with less than 10 tests per confirmed case | Our World in Data [ | ||
| Mobility reduction as proxy | Strength of mobility reduction (MobR1) | Average of all <40% mobility decrease values | Apple Community Tracker (data stream ‘walking’) [ | ||
| Promptness of mobility reduction(MobR2) | Number of days after the first case when mobility drops below 40% | ||||
*Likert scale, re-coded in reverse order (“none at all” takes value of 4, with “a great deal” takes value of 1).
Data for 23 European countries.
| IHRc | TrGov | TrPHS | HRF | GovI1 | GovI2 | GovI3 | Test | MobR1 | MobR2 | |
|---|---|---|---|---|---|---|---|---|---|---|
| Desired direction | ↑ | ↓ | ↓ | ↓ | ↓ | ↑ | ↓ | ↓ | ↓ | ↓ |
| 71.44 | 2.71 | 1.92 | 19.2 | 20 | 76.02 | -2 | 21 | 30.9 | 19 | |
| 62 | 3.02 | 2.98 | 20.08 | 14 | 69.9 | -14 | 0 | 29.08 | 8 | |
| 95 | 2.26 | 2.19 | 18.4 | 21 | 73.6 | 2 | 25 | 34 | 26 | |
| 65 | 3.1 | 2.3 | 19 | 22 | 73.7 | -36 | 0 | 26.7 | 14 | |
| 88.7 | 2.74 | 2.34 | 21.4 | 55 | 72.1 | 16 | 1 | 40+ | 62 | |
| 97.3 | 2.69 | 2.05 | 19.7 | 35 | 72.9 | 1 | 6 | 40+ | never | |
| 85.9 | 3.12 | 2.02 | 19.4 | 59 | 80.9 | -1 | 40 | 14.7 | 43 | |
| 72.3 | 2.61 | 2.33 | 19.4 | 31 | 72.86 | 14 | 4 | 40+ | 32 | |
| 92 | 2.63 | 1.97 | 21.2 | 58 | 66 | 7 | 1 | 40+ | 74 | |
| 78.6 | 2.97 | 1.96 | 19.7 | 53 | 87.9 | -1 | 46 | 17.68 | 51 | |
| 93 | 2.86 | 1.84 | 18.5 | 56 | 73.5 | 3 | 42 | 37 | 55 | |
| 77.3 | 3.39 | 2.72 | 19.7 | 27 | 93.2 | -27 | 13 | 28.13 | 25 | |
| 66.9 | 2.8 | 2.76 | 18.6 | 24 | 70.4 | -5 | 0 | 30.7 | 14 | |
| 88 | 2.99 | 2.37 | 23 | 73 | 81.4 | 1 | 38 | 20.4 | 39 | |
| 80 | 2.66 | 2.54 | 19 | 18 | 78.9 | 1 | 0 | 35.15 | 24 | |
| 91.2 | 2.56 | 2.12 | 18.8 | 33 | 75.6 | 11 | 43 | 37.4 | 25 | |
| 94.7 | 2.37 | 1.83 | 16.8 | 27 | 69.7 | -28 | 0 | 40+ | never | |
| 76.33 | 3.02 | 2.58 | 16.8 | 37 | 83 | -7 | 0 | 27.36 | 12 | |
| 65 | 3.21 | 2.58 | 17.8 | 34 | 80.7 | -3 | 12 | 25.4 | 20 | |
| 75.89 | 3.04 | 2.73 | 20 | 16 | 96.7 | -11 | 41 | 26.7 | 11 | |
| 77.3 | 2.86 | 2.46 | 15.1 | 33 | 74.9 | -4 | 0 | 34.4 | 10 | |
| 84.4 | 3.1 | 2.54 | 19.1 | 26 | 82.5 | -1 | 0 | 33.1 | 16 | |
| 93.3 | 2.5 | 1.98 | 20 | 84 | 0 | 20 | 60 | 40+ | never | |
| 81.37 | 2.84 | 2.31 | 19.16 | 37.22 | 74.19 | -2.78 | 37.22 | 28.75 | 29.00 |
Indicators: IHRc—IHR compliance; TrGov—Trust in government; TrPHS—Trust in health care system; HRF—Share of older people; GovI1—Timeliness of government interventions; GovI2—Strictness of government interventions; GovI3—Duration of government interventions; Test—Mass testing; MobR1—Strength of mobility reduction; MobR2—Promptness of mobility reduction
Correlation matrix.
| Pearson Corr. | 1 | .502 | .530 | -.505 | -.059 | -.492 | .418 | .543 | -.054 | .790 | |
| Sig. (2-tailed) | .015 | .009 | .014 | .788 | .017 | .047 | .007 | .808 | .000 | ||
| N | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 20 | |
| Pearson Corr. | .502 | 1 | .416 | -.286 | -.488 | .327 | -.068 | -.255 | .460 | .246 | |
| Sig. (2-tailed) | .015 | .049 | .187 | .018 | .127 | .758 | .240 | .027 | .295 | ||
| N | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 20 | |
| Pearson Corr. | .530 | -.416 | 1 | .409 | -.430 | -.277 | .289 | .350 | .340 | .525 | |
| Sig. (2-tailed) | .009 | .049 | .053 | .040 | .201 | .181 | .101 | .113 | .017 | ||
| N | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 20 | |
| Pearson Corr. | .505 | -.286 | .409 | 1 | .553 | .656 | .161 | .347 | -.421 | -.638 | |
| Sig. (2-tailed) | .014 | .187 | .053 | .006 | .001 | .463 | .105 | .045 | .002 | ||
| N | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 20 | |
| Pearson Corr. | -.059 | .488 | -.430 | -.553 | 1 | .520 | .088 | -.052 | -.678 | -.236 | |
| Sig. (2-tailed) | .788 | .018 | .040 | .006 | .011 | .688 | .814 | .000 | .316 | ||
| N | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 20 | |
| Pearson Corr. | -.492 | .327 | -.277 | -.656 | .520 | 1 | -.017 | -.411 | -.232 | -.659 | |
| Sig. (2-tailed) | .017 | .127 | .201 | .001 | .011 | .938 | .051 | .287 | .002 | ||
| N | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 20 | |
| Pearson Corr. | .418 | -.068 | .289 | .161 | .088 | -.017 | 1 | .284 | -.123 | .524 | |
| Sig. (2-tailed) | .047 | .758 | .181 | .463 | .688 | .938 | .189 | .577 | .018 | ||
| N | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 20 | |
| Pearson Corr. | .543 | -.255 | .350 | .347 | -.052 | -.411 | .284 | 1 | -.294 | .266 | |
| Sig. (2-tailed) | .007 | .240 | .101 | .105 | .814 | .051 | .189 | .174 | .256 | ||
| N | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 20 | |
| Pearson Corr. | -.054 | -.460 | .340 | .421 | -.678 | -.232 | -.123 | -.294 | 1 | .161 | |
| Sig. (2-tailed) | .808 | .027 | .113 | .045 | .000 | .287 | .577 | .174 | .498 | ||
| N | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 23 | 20 | |
| Pearson Corr. | .790 | -.246 | .525 | .638 | -.236 | -.659 | .524 | .266 | .161 | 1 | |
| Sig. (2-tailed) | .000 | .295 | .017 | .002 | .316 | .002 | .018 | .256 | .498 | ||
| N | 20 | 20 | 20 | 20 | 20 | 20 | 20 | 20 | 20 | 20 | |
*Correlation is significant at the 0.05 level (2-tailed).
**Correlation is significant at the 0.01 level (2-tailed).
Performance scores.
| IHRc | Trust | RskF | GovI | Test | MobRed | |
|---|---|---|---|---|---|---|
| 7 | 6 | 5 | 6 | 6 | 7 | |
| 6 | 3 | 4 | 6 | 9 | 7 | |
| 9 | 6 | 6 | 6 | 6 | 6 | |
| 6 | 4 | 5 | 7 | 9 | 8 | |
| 8 | 5 | 2 | 3 | 9 | 2 | |
| 9 | 5 | 4 | 5 | 9 | 1 | |
| 8 | 5 | 5 | 5 | 3 | 8 | |
| 7 | 5 | 5 | 4 | 9 | 4 | |
| 9 | 6 | 3 | 3 | 9 | 2 | |
| 8 | 5 | 4 | 5 | 3 | 7 | |
| 9 | 5 | 6 | 4 | 3 | 3 | |
| 7 | 3 | 4 | 8 | 8 | 7 | |
| 7 | 4 | 6 | 6 | 9 | 7 | |
| 8 | 4 | 1 | 4 | 4 | 7 | |
| 8 | 5 | 5 | 6 | 9 | 6 | |
| 9 | 5 | 5 | 5 | 3 | 5 | |
| 9 | 6 | 8 | 7 | 9 | 1 | |
| 7 | 4 | 8 | 6 | 9 | 8 | |
| 6 | 4 | 6 | 6 | 8 | 8 | |
| 7 | 4 | 4 | 8 | 3 | 8 | |
| 7 | 5 | 9 | 5 | 9 | 6 | |
| 8 | 4 | 5 | 6 | 9 | 6 | |
| 9 | 6 | 4 | 1 | 1 | 1 |
Countries in terms of severity of initial outbreak.
| Cases per million inhabitants | Deaths per million inhabitants | |
|---|---|---|
| SVK | 278.406 | 5.129 |
| BGR | 357.634 | 19.573 |
| HRV | 546.858 | 24.846 |
| LTU | 608.311 | 24.979 |
| POL | 603.092 | 27.427 |
| CZE | 853.489 | 29.788 |
| SRB | 1660.642 | 35.417 |
| NOR | 1549.645 | 43.532 |
| EST | 1395.36 | 49.754 |
| SVN | 708.537 | 51.95 |
| HUN | 397.605 | 53.518 |
| FIN | 1216.99 | 56.491 |
| ROU | 976.781 | 63.885 |
| AUT | 1836.805 | 74.169 |
| DNK | 1987.499 | 98.063 |
| DEU | 2153.849 | 100.855 |
| CHE | 3548.741 | 191.112 |
| NLD | 2681.666 | 344.502 |
| SWE | 3537.582 | 422.407 |
| FRA | 2283.79 | 439.106 |
| ITA | 3832.699 | 548.148 |
| GBR | 3964.396 | 557.361 |
| ESP | 5088.378 | 580.026 |
Fig 1Hierarchical order of countries based on readiness dimensions (left) and structure +reaction dimensions (right).
Fig 2Hierarchical order of countries after adding different dimensions of the process.
Fig 3Summary graph—Vertical mobility of countries induced by three reaction dimensions.