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Table 1 Country-level effect sizes of pandemic preparedness capacities on SARS-CoV-2 infection completion rates stratified by time periods after the first reported case in each country

From: Pandemic preparedness improves national-level SARS-CoV-2 infection and mortality data completeness: a cross-country ecologic analysis

Pandemic preparedness capacity

SARS-CoV-2 infection completion rate ratios

Days ≤ 100

Days 100–300

Day 300–500

Days 500–700

Total observation period

Ratio

Global health security index score

1.09 (1.04, 1.16)

1.14 (1.07, 1.22)

1.11 (1.04, 1.19)

1.17 (1.10, 1.25)

1.15 (1.08, 1.22)

1.06 (1.00, 1.13)

 Prevention score

1.05 (1.03, 1.07)

1.07 (1.05, 1.09)

1.07 (1.04, 1.10)

1.08 (1.06, 1.11)

1.08 (1.05, 1.10)

1.03 (1.01, 1.05)

  Zoonotic disease

1.02 (1.00, 1.03)

1.02 (1.01, 1.04)

1.03 (1.01, 1.04)

1.03 (1.01, 1.05)

1.03 (1.01, 1.04)

1.01 (1.00, 1.02)

 Detection score

1.03 (1.01, 1.05)

1.04 (1.01, 1.07)

1.02 (1.00, 1.05)

1.04 (1.02, 1.07)

1.04 (1.01, 1.06)

1.02 (0.99, 1.04)

  Laboratory capacity

   Low capacity

1.30 (0.80, 2.12)

1.22 (0.76, 1.96)

1.08 (0.64, 1.82)

1.11 (0.66, 1.85)

1.11 (0.69, 1.79)

0.83 (0.54, 1.28)

   Moderate capacity

1.18 (0.76, 1.81)

1.66 (1.05, 2.62)

1.38 (0.83, 2.28)

1.21 (0.71, 2.09)

1.32 (0.81, 2.15)

1.05 (0.66, 1.67)

   Moderate-high capacity

1.81 (1.20, 2.74)

2.01 (1.31, 3.08)

1.79 (1.11, 2.89)

2.26 (1.40, 3.63)

2.11 (1.37, 3.25)

1.23 (0.82, 1.85)

  Laboratory quality systems

   Moderate quality

1.05 (0.66, 1.67)

0.86 (0.53, 1.42)

0.66 (0.39, 1.12)

0.71 (0.41, 1.22)

0.70 (0.42, 1.15)

0.71 (0.45, 1.14)

   High quality

1.53 (1.07, 2.19)

1.68 (1.12, 2.51)

1.46 (0.96, 2.21)

1.91 (1.23, 2.95)

1.65 (1.11, 2.45)

1.26 (0.84, 1.88)

  Case-based investigation

1.01 (1.00, 1.02)

1.01 (1.00, 1.02)

1.01 (1.00, 1.02)

1.01 (1.00, 1.02)

1.01 (1.00, 1.02)

1.00 (0.99, 1.01)

  Laboratory supply chain

   Moderate

0.94 (0.68, 1.28)

0.96 (0.70, 1.30)

1.10 (0.74, 1.64)

0.99 (0.66, 1.49)

1.04 (0.74, 1.47)

1.06 (0.70, 1.60)

   High

1.15 (0.61, 2.15)

0.75 (0.31, 1.82)

0.53 (0.09, 3.07)

2.18 (0.95, 5.01)

1.62 (0.72, 3.63)

1.90 (1.22, 2.97)

  Real-time surveillance/reporting

1.00 (0.99, 1.01)

1.00 (0.99, 1.01)

0.99 (0.98, 1.01)

1.00 (0.99, 1.01)

1.00 (0.99, 1.01)

1.00 (0.99, 1.01)

 Response score

1.02 (0.96, 1.08)

1.04 (0.97, 1.11)

1.04 (0.97, 1.11)

1.08 (1.00, 1.16)

1.06 (1.00, 1.13)

1.06 (0.99, 1.13)

  Emergency preparedness and response planning

1.01 (0.99, 1.02)

1.01 (0.99, 1.03)

1.01 (0.99, 1.03)

1.02 (1.00, 1.04)

1.02 (1.00, 1.04)

1.01 (0.99, 1.02)

  Access to communications infrastructure

1.14 (1.04, 1.24)

1.20 (1.09, 1.32)

1.22 (1.08, 1.37)

1.19 (1.08, 1.32)

1.20 (1.08, 1.33)

1.05 (0.99, 1.12)

 Health system score

1.05 (1.03, 1.08)

1.07 (1.04, 1.10)

1.06 (1.03, 1.09)

1.07 (1.03, 1.11)

1.06 (1.03, 1.10)

1.01 (0.98, 1.04)

  Health capacity in healthcare settings

1.02 (1.00, 1.03)

1.03 (1.01, 1.05)

1.03 (1.00, 1.05)

1.04 (1.02, 1.06)

1.03 (1.01, 1.05)

1.02 (1.00, 1.03)

  Healthcare access

1.06 (1.00, 1.11)

1.08 (1.00, 1.15)

1.10 (1.02, 1.18)

1.06 (1.00, 1.13)

1.07 (1.01, 1.14)

1.01 (0.97, 1.05)

 International norms score

0.99 (0.94, 1.05)

1.03 (0.97, 1.09)

0.98 (0.92, 1.04)

1.03 (0.97, 1.09)

1.01 (0.96, 1.07)

1.04 (0.98, 1.09)

  Cross-border agreements on health responses

   Moderate

0.72 (0.49, 1.04)

0.86 (0.57, 1.31)

0.56 (0.36, 0.87)

0.65 (0.41, 1.05)

0.64 (0.42, 0.97)

0.88 (0.58, 1.33)

   High

0.80 (0.54, 1.16)

1.15 (0.75, 1.76)

0.80 (0.50, 1.29)

1.15 (0.71, 1.84)

0.98 (0.65, 1.48)

1.41 (0.88, 2.25)

  International commitments

1.03 (1.00, 1.05)

1.04 (1.01, 1.07)

1.04 (1.01, 1.07)

1.05 (1.02, 1.08)

1.05 (1.02, 1.08)

1.02 (1.00, 1.05)

 Risk environment score

1.21 (1.11, 1.31)

1.24 (1.12, 1.37)

1.24 (1.11, 1.39)

1.27 (1.14, 1.41)

1.27 (1.15, 1.41)

1.04 (0.95, 1.14)

  Government effectiveness

1.05 (1.02, 1.08)

1.07 (1.03, 1.11)

1.05 (1.01, 1.09)

1.07 (1.03, 1.12)

1.07 (1.03, 1.11)

1.02 (0.99, 1.05)

  Socioeconomic resilience

1.16 (1.09, 1.23)

1.25 (1.18, 1.33)

1.24 (1.15, 1.33)

1.30 (1.21, 1.39)

1.28 (1.20, 1.36)

1.11 (1.04, 1.19)

  Social inclusion

1.05 (1.02, 1.09)

1.08 (1.04, 1.11)

1.08 (1.03, 1.12)

1.07 (1.02, 1.13)

1.07 (1.03, 1.12)

1.02 (0.99, 1.05)

  Inequality

1.00 (0.99, 1.02)

1.01 (0.99, 1.03)

1.00 (0.99, 1.02)

1.02 (1.00, 1.03)

1.01 (1.00, 1.03)

1.01 (1.00, 1.03)

  Trust in health advice from government

   Moderate trust

0.99 (0.66, 1.47)

1.02 (0.68, 1.54)

0.94 (0.57, 1.54)

0.76 (0.46, 1.26)

0.91 (0.57, 1.46)

0.79 (0.58, 1.07)

   High trust

1.13 (0.73, 1.75)

0.86 (0.54, 1.37)

0.64 (0.36, 1.12)

0.79 (0.46, 1.34)

0.89 (0.55, 1.45)

0.70 (0.48, 1.04)

  Trust in health advice from health care worker

   Moderate trust

3.60 (1.94, 6.67)

3.37 (2.01, 5.65)

4.10 (2.32, 7.25)

3.20 (1.51, 6.81)

3.98 (2.16, 7.34)

0.92 (0.61, 1.38)

   High trust

3.87 (2.04, 7.33)

4.01 (2.32, 6.92)

4.01 (2.24, 7.18)

3.82 (1.76, 8.26)

4.48 (2.38, 8.42)

1.00 (0.63, 1.59)

Joint external evaluation (JEE) ready score

1.17 (1.07, 1.27)

1.15 (1.07, 1.25)

1.13 (1.03, 1.24)

1.19 (1.09, 1.30)

1.19 (1.10, 1.30)

1.01 (0.93, 1.10)

 Prevention score

1.17 (1.08, 1.26)

1.17 (1.08, 1.28)

1.16 (1.06, 1.26)

1.22 (1.11, 1.33)

1.21 (1.12, 1.32)

1.03 (0.95, 1.12)

 Detection score

1.14 (1.00, 1.29)

1.15 (1.03, 1.29)

1.12 (0.98, 1.28)

1.25 (1.11, 1.42)

1.23 (1.09, 1.39)

1.06 (0.94, 1.21)

 Response score

1.10 (1.02, 1.18)

1.07 (1.00, 1.14)

1.05 (0.97, 1.13)

1.08 (1.00, 1.16)

1.08 (1.01, 1.16)

0.97 (0.91, 1.03)

  1. Effect sizes are rate ratios comparing 10% differences in each index. Individual regressions were implemented for each GHS Index measure to assess the effect of the measure independent of other indicators. Covariates included in each regression was log transformed pre-pandemic gross domestic product (GDP) per capita. The ratio column reports effect sizes where the ratio of SARS-CoV-2 infection completion rates in the 500–700 day period compared to days 0–100 was the outcome variable. One was added to continuous preparedness indicators prior to log transformation