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.
机构:
Univ Witwatersrand, DSI NRF Ctr Excellence Human Dev, Wits Sch Publ Hlth, ZA-2193 Johannesburg, South AfricaUniv Witwatersrand, DSI NRF Ctr Excellence Human Dev, Wits Sch Publ Hlth, ZA-2193 Johannesburg, South Africa
Richter, Linda M.
Cappa, Claudia
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h-index: 0
机构:
Div Data Analyt Planning & Monitoring, Data & Analyt Sect, New York, NY USAUniv Witwatersrand, DSI NRF Ctr Excellence Human Dev, Wits Sch Publ Hlth, ZA-2193 Johannesburg, South Africa
Cappa, Claudia
Issa, Ghassan
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h-index: 0
机构:
Arab Network Early Childhood Dev, Beirut, LebanonUniv Witwatersrand, DSI NRF Ctr Excellence Human Dev, Wits Sch Publ Hlth, ZA-2193 Johannesburg, South Africa
Issa, Ghassan
Lu, Chunling
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h-index: 0
机构:
Harvard Med Sch, Dept Global Hlth & Social Med, Boston, MA 02115 USAUniv Witwatersrand, DSI NRF Ctr Excellence Human Dev, Wits Sch Publ Hlth, ZA-2193 Johannesburg, South Africa
Lu, Chunling
Petrowski, Nicole
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h-index: 0
机构:
Div Data Analyt Planning & Monitoring, Data & Analyt Sect, New York, NY USAUniv Witwatersrand, DSI NRF Ctr Excellence Human Dev, Wits Sch Publ Hlth, ZA-2193 Johannesburg, South Africa
Petrowski, Nicole
Naicker, Sara N.
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h-index: 0
机构:
Univ Witwatersrand, DSI NRF Ctr Excellence Human Dev, Wits Sch Publ Hlth, ZA-2193 Johannesburg, South AfricaUniv Witwatersrand, DSI NRF Ctr Excellence Human Dev, Wits Sch Publ Hlth, ZA-2193 Johannesburg, South Africa
机构:
Univ Texas El Paso, Dept Social Work, 500 West Univ Ave, El Paso, TX 79902 USAUniv Texas El Paso, Dept Social Work, 500 West Univ Ave, El Paso, TX 79902 USA
Paat, Yok-Fong
Wu, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kansas, Dept Psychol, Lawrence, KS 66045 USAUniv Texas El Paso, Dept Social Work, 500 West Univ Ave, El Paso, TX 79902 USA
Wu, Wei
Hope, Trina L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oklahoma, Dept Sociol, Norman, OK 73019 USAUniv Texas El Paso, Dept Social Work, 500 West Univ Ave, El Paso, TX 79902 USA
机构:
Ann & Robert H Lurie Childrens Hosp Chicago, Dept Pediat, Chicago, IL 60611 USA
Northwestern Univ, Feinberg Sch Med, Chicago, IL 60611 USAAnn & Robert H Lurie Childrens Hosp Chicago, Dept Pediat, Chicago, IL 60611 USA
Flaherty, Emalee G.
Thompson, Richard
论文数: 0引用数: 0
h-index: 0
机构:
Juvenile Protect Assoc, Dept Res, Chicago, IL USAAnn & Robert H Lurie Childrens Hosp Chicago, Dept Pediat, Chicago, IL 60611 USA
Thompson, Richard
Dubowitz, Howard
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maryland, Dept Pediat, Baltimore, MD 21201 USAAnn & Robert H Lurie Childrens Hosp Chicago, Dept Pediat, Chicago, IL 60611 USA
Dubowitz, Howard
Harvey, Elizabeth M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Dept Maternal & Child Hlth, Gillings Sch Global Publ Hlth, Chapel Hill, NC USAAnn & Robert H Lurie Childrens Hosp Chicago, Dept Pediat, Chicago, IL 60611 USA
Harvey, Elizabeth M.
English, Diana J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Sch Social Work, Seattle, WA 98195 USAAnn & Robert H Lurie Childrens Hosp Chicago, Dept Pediat, Chicago, IL 60611 USA
English, Diana J.
Proctor, Laura J.
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h-index: 0
机构:
Harvard Univ, Sch Med, Judge Baker Childrens Ctr, Boston, MA USAAnn & Robert H Lurie Childrens Hosp Chicago, Dept Pediat, Chicago, IL 60611 USA
Proctor, Laura J.
Runyan, Desmond K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Sch Med, Dept Pediat, Aurora, CO USA
Univ Colorado, Sch Med, CH Kempe Ctr, Aurora, CO USAAnn & Robert H Lurie Childrens Hosp Chicago, Dept Pediat, Chicago, IL 60611 USA
机构:
Univ Adolfo Ibanez, Av Padre Hurtado 750, Vina Del Mar, Chile
CEPR, Av Padre Hurtado 750, Vina Del Mar, ChileUniv Adolfo Ibanez, Av Padre Hurtado 750, Vina Del Mar, Chile
Berthelon, Matias
Contreras, Dante
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h-index: 0
机构:
Univ Chile, Diagonal Paraguay 257, Santiago, ChileUniv Adolfo Ibanez, Av Padre Hurtado 750, Vina Del Mar, Chile
Contreras, Dante
Kruger, Diana
论文数: 0引用数: 0
h-index: 0
机构:
Univ Adolfo Ibanez, Av Padre Hurtado 750, Vina Del Mar, Chile
CEPR, Av Padre Hurtado 750, Vina Del Mar, Chile
IZA, Av Padre Hurtado 750, Vina Del Mar, ChileUniv Adolfo Ibanez, Av Padre Hurtado 750, Vina Del Mar, Chile
Kruger, Diana
Isidora Palma, Maria
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chile, Diagonal Paraguay 257, Santiago, ChileUniv Adolfo Ibanez, Av Padre Hurtado 750, Vina Del Mar, Chile