How well can poor child health and development be predicted by data collected in early childhood?. Issue 12 (21st September 2018)
- Record Type:
- Journal Article
- Title:
- How well can poor child health and development be predicted by data collected in early childhood?. Issue 12 (21st September 2018)
- Main Title:
- How well can poor child health and development be predicted by data collected in early childhood?
- Authors:
- Straatmann, Viviane S
Pearce, Anna
Hope, Steven
Barr, Benjamin
Whitehead, Margaret
Law, Catherine
Taylor-Robinson, David - Abstract:
- Abstract : Background: Identifying children at risk of poor developmental outcomes remains a challenge, but is important for better targeting children who may benefit from additional support. We explored whether data routinely collected in early life predict which children will have language disability, overweight/obesity or behavioural problems in later childhood. Methods: We used data on 10 262 children from the UK Millennium Cohort Study (MCS) collected at 9 months, 3, and 11 years old. Outcomes assessed at age 11 years were language disability, overweight/obesity and socioemotional behavioural problems. We compared the discriminatory capacity of three models: (1) using data currently routinely collected around the time of birth; (2) Model 1 with additional data routinely collected at 3 years; (3) a statistically selected model developed using a larger set of early year's risk factors for later child health outcomes, available in the MCS—but not all routinely collected. Results: At age 11, 6.7% of children had language disability, 26.9% overweight/obesity and 8.2% socioemotional behavioural problems. Model discrimination for language disability was moderate in all three models (area under the curve receiver-operator characteristic 0.71, 0.74 and 0.76, respectively). For overweight/obesity, it was poor in model 1 (0.66) and moderate for model 2 (0.73) and model 3 (0.73). Socioemotional behavioural problems were also identified with moderate discrimination in all modelsAbstract : Background: Identifying children at risk of poor developmental outcomes remains a challenge, but is important for better targeting children who may benefit from additional support. We explored whether data routinely collected in early life predict which children will have language disability, overweight/obesity or behavioural problems in later childhood. Methods: We used data on 10 262 children from the UK Millennium Cohort Study (MCS) collected at 9 months, 3, and 11 years old. Outcomes assessed at age 11 years were language disability, overweight/obesity and socioemotional behavioural problems. We compared the discriminatory capacity of three models: (1) using data currently routinely collected around the time of birth; (2) Model 1 with additional data routinely collected at 3 years; (3) a statistically selected model developed using a larger set of early year's risk factors for later child health outcomes, available in the MCS—but not all routinely collected. Results: At age 11, 6.7% of children had language disability, 26.9% overweight/obesity and 8.2% socioemotional behavioural problems. Model discrimination for language disability was moderate in all three models (area under the curve receiver-operator characteristic 0.71, 0.74 and 0.76, respectively). For overweight/obesity, it was poor in model 1 (0.66) and moderate for model 2 (0.73) and model 3 (0.73). Socioemotional behavioural problems were also identified with moderate discrimination in all models (0.71; 0.77; 0.79, respectively). Conclusion: Language disability, socioemotional behavioural problems and overweight/obesity in UK children aged 11 years are common and can be predicted with moderate discrimination using data routinely collected in the first 3 years of life. … (more)
- Is Part Of:
- Journal of epidemiology and community health. Volume 72:Issue 12(2018)
- Journal:
- Journal of epidemiology and community health
- Issue:
- Volume 72:Issue 12(2018)
- Issue Display:
- Volume 72, Issue 12 (2018)
- Year:
- 2018
- Volume:
- 72
- Issue:
- 12
- Issue Sort Value:
- 2018-0072-0012-0000
- Page Start:
- 1132
- Page End:
- 1140
- Publication Date:
- 2018-09-21
- Subjects:
- child health -- health inequalities -- public health policy -- social epidemiology -- health services
Public health -- Periodicals
Epidemiology -- Periodicals
614.4 - Journal URLs:
- http://jech.bmj.com/ ↗
http://www.jstor.org/journals/0143005X.html ↗
http://www.pubmedcentral.nih.gov/tocrender.fcgi?journal=165&action=archive ↗
http://www.bmj.com/archive ↗ - DOI:
- 10.1136/jech-2018-211028 ↗
- Languages:
- English
- ISSNs:
- 0143-005X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 18182.xml