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Table 1 Heterogeneity statistics for prevalence of sub-clinical mastitis among cattle in Africa based location and publication period. Data sets for the period 2010 to 2020

From: Prevalence of subclinical mastitis, its associated bacterial isolates and risk factors among cattle in Africa: a systematic review and meta-analysis

Variable

Subgroup

No. of studies

Cattle tested by CMT

Heterogeneity

Univariate meta-regression

   

No. tested

No. positive

% (95% CI)

χ2

p-value

I2 (%)

p-value

Ï„2, H2

Cochran Q statistic

R2 (%)

Period

        

0.417

0.04, 53.6

0.66 (df = 1)

0.00

 

Before 2015

36

10,947

4225

46.0 (39.1–52.9)

1545.06

< 0.01

98 (97 to 99)

    
 

After 2015

46

14,158

7076

49.9 (43.7–55.9)

1778.64

< 0.0001

98 (97 to 99)

    
 

Total

82

25,105

11,301

        

Region

        

0.0092

0.04, 47.0

13.47 df=(4)

10.84

 

Horn of Africaa

43

14,208

6040

47.4 (41.4–53.3)

1318.46

< 0.01

97 (96 to 98)

    
 

East Africa

10

3056

2009

67.7 (55.7–78.7)

186.91

< 0.01

95 (94 to 96)

    
 

West Africa

4

1239

591

50.5 (31.4–69.5)

361.02

< 0.01

99 (98 to 100)

    
 

North Africa

23

5846

2422

40.3 (32.3–48.6)

671.61

< 0.01

97 (96 to 98)

    
 

Southern Africaa

2

756

239

49.4 (23.2–75.8)

289.34

< 0.01

100

    
 

Total

82

25,105

11,301

        
  1. CI: Confidence intervals. 95% CIs were calculated as described by Higgins and Thompson [85]
  2. I2 (%): Residual heterogeneity (unaccounted heterogeneity)
  3. R2: Proportion of between-study variance explained
  4. QM: Coefficient of test for heterogeneity between subgroups; df = degrees of freedom
  5. τ2 (tau squared) = between-study variance - estimated variance of the distribution of true prevalence in the population of sub-clinical mastitis studies
  6. H2 = unaccounted variability (sampling variability) – the ratio of the standard deviation of the estimated overall prevalence from the random-effects model compared to the standard deviation from the fixed-effects model
  7. a Studies were from only one country: Horn of Africa (Ethiopia); Southern Africa (Zimbabwe)
  8. CMT = California mastitis test; df = degrees of freedom