[HTML][HTML] A scoping review of fair machine learning techniques when using real-world data
Objective The integration of artificial intelligence (AI) and machine learning (ML) in health
care to aid clinical decisions is widespread. However, as AI and ML take important roles in …
care to aid clinical decisions is widespread. However, as AI and ML take important roles in …
Educational outcomes of children in contact with social care in England: a systematic review
MA Jay, M Grath-Lone - Systematic reviews, 2019 - Springer
Abstract Background In England, the state intervenes in the lives of children through
Children's Social Care (CSC) services with the aim of supporting and maintaining their …
Children's Social Care (CSC) services with the aim of supporting and maintaining their …
Dual-factor mental health from childhood to early adolescence and associated factors: A latent transition analysis
The dual-factor model of mental health indicates the importance of simultaneously
assessing symptoms and subjective wellbeing, but there is limited understanding of how …
assessing symptoms and subjective wellbeing, but there is limited understanding of how …
Educational attainment trajectories among children and adolescents with depression, and the role of sociodemographic characteristics: longitudinal data-linkage study
A Wickersham, H Dickson, R Jones… - The British Journal of …, 2021 - cambridge.org
BackgroundDepression is associated with lower educational attainment, but there has been
little investigation of long-term educational trajectories in large cohorts with diagnosed …
little investigation of long-term educational trajectories in large cohorts with diagnosed …
Latent class analysis of mental health in middle childhood: Evidence for the dual-factor model
Mental health is complex, comprising both mental distress and well-being. This study used
latent class analysis to identify common combinations of mental distress and well-being …
latent class analysis to identify common combinations of mental distress and well-being …
Data resource profile: the education and child health insights from linked data (ECHILD) database
L Mc Grath-Lone, N Libuy, K Harron… - International Journal …, 2022 - academic.oup.com
Database is de-identified. It does not include any information that could be used to directly
identify a person, such as names, addresses, postcodes or dates of birth. Access and …
identify a person, such as names, addresses, postcodes or dates of birth. Access and …
Evaluation of variation in special educational needs provision and its impact on health and education using administrative records for England: umbrella protocol for a …
A Zylbersztejn, K Lewis, V Nguyen, J Matthews… - BMJ open, 2023 - bmjopen.bmj.com
Introduction One-third of children in England have special educational needs (SEN)
provision recorded during their school career. The proportion of children with SEN provision …
provision recorded during their school career. The proportion of children with SEN provision …
[HTML][HTML] Linking education and hospital data in England: linkage process and quality
Objectives We aim to describe the linkage process and evaluate the quality of linkage of four
one-year birth cohorts within the National Pupil Database (NPD) and Hospital Episode …
one-year birth cohorts within the National Pupil Database (NPD) and Hospital Episode …
Drivers of the socio‐economic disadvantage gap in England: Sequential pathways that include the home learning environment and self‐regulation as mediators
Background Socio‐economic status (SES) is a powerful predictor of attainment. Research
has identified multiple mechanisms that underpin the effect of SES on attainment. For …
has identified multiple mechanisms that underpin the effect of SES on attainment. For …
[HTML][HTML] Maternal depressive symptoms and young people's higher education participation and choice of university: Evidence from a longitudinal cohort study
Background Participation in higher education has significant and long-lasting consequences
for people's socioeconomic trajectories. Maternal depression is linked to poorer educational …
for people's socioeconomic trajectories. Maternal depression is linked to poorer educational …