How well can poor child health and development be predicted by data collected in early childhood?

被引:9
|
作者
Straatmann, Viviane S. [1 ]
Pearce, Anna [2 ]
Hope, Steven [3 ]
Barr, Benjamin [1 ]
Whitehead, Margaret [1 ]
Law, Catherine [3 ]
Taylor-Robinson, David [1 ]
机构
[1] Univ Liverpool, Dept Publ Hlth & Policy, Liverpool L69 3GB, Merseyside, England
[2] Univ Glasgow, Inst Hlth & Wellbeing, CSO Social & Publ Hlth Sci Unit, MRC, Glasgow, Lanark, Scotland
[3] UCL Great Ormond St Inst Child Hlth, Populat Policy & Practice, London, England
基金
英国惠康基金; 英国医学研究理事会;
关键词
child health; health inequalities; public health policy; social epidemiology; health services; ROC CURVE; RISK; LANGUAGE; VISITS; AREA; CARE; AGE;
D O I
10.1136/jech-2018-211028
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
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 10262 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 MCSbut 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 3years of life.
引用
收藏
页码:1132 / 1140
页数:9
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