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Table 4 Summary of results from multilevel models of age at menarche (months) among 15-year-olds across 21 regions

From: Overweight and lower age at menarche: evidence from the Italian HBSC cross-sectional survey

Factors

Model 1 adjusted for structural covariates

Model 2 addition of individual BMI

Model 3 addition of region-level overweight

Fixed effects (95% CI)

 Individual level

  Family affluence

−0.03 (− 0.37 to 0.30)

−0.12 (− 0.45 to 0.21)

−0.12 (− 0.45 to 0.21)

  Current age (months)

0.53 (0.41 to 0.66)*

0.53 (0.41 to 0.64)*

0.53 (0.41 to 0.65)*

  Body mass index (BMI)

−0.70 (− 0.84 to − 0.56)*

−0.70 (− 0.84 to − 0.56)*

 Region level

  Prevalence of overweight (%) of 11-year-olds in 2009/2010

0.04 (− 0.11 to 0.20)

Random effects (SE)

 Region-level variance

0.25 (0.58)

0.26 (0.56)

0.16 (0.72)

 Region-level ICC as percentage of model 1 ICCa

100%

106.8%

47%

 Strata-level variance (north-centre-south)

1.33 (1.68)

0.68 (1.03)

1.45 (2.66)

 Class-level variance

18.99 (2.68)*

18.11 (2.61)*

18.11 (2.61)*

 Residual (individual level) variance

6069.80 (155.56)

5906.23 (151.23)

5907.08 (151.58)

 Log likelihood

−15,423.05

− 15,375.21

− 15,376.80

 Likelihood-ratio test for change in log likelihood

 

p < 0.001

p < 0.01

  1. Age at menarche is measured in self-report age in months, or current age for premenarcheal girls
  2. Model 1: Adjusted only for current age and family affluence
  3. Model 2: Adjusted for individual BMI measure in addition to current age and family affluence
  4. Model 3: Adjusted for region-level prevalence of overweight (%) among 11-year-olds in 2009/2010, in addition to individual-level BMI, current age, and family affluence
  5. CI confidence interval
  6. aRegion-level intraclass correlation coefficient measures the proportion of observed variation in age at menarche attributable to region level
  7. *p < 0.05 significant result for Fixed or Random Effect