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Assessment and Evaluation of the High Risk Neonate: The NICU Network Neurobehavioral Scale
Published on: August 25, 2014
Coordination and Referral Platforms for Children Aged 7 and Under with Suspected Neurodevelopmental Outcome: What
Marie Ansoborlo1,2, Valentin Gaudichon1, Margaux Hazard1,3,4
1EXcellence Center for Autism and Neurodevelopmental disorders, EXAC-T, 37000, Tours, France.
Insights
Coordination and referral platforms (CRPs) for neurodevelopmental disorders (NDDs) in children lack a unified electronic health record. A proposed EHR model can improve data reuse, care management, and research screening for NDDs.
Area of Science:
- Pediatrics
- Neurodevelopmental Disorders
- Health Informatics
Background:
- Coordination and referral platforms (CRPs) are crucial for early detection of neurodevelopmental disorders (NDDs) in children.
- France has deployed 112 nationwide CRPs since 2018, but they lack a common electronic health record (EHR) system.
- This hinders real-life data reuse, care pathway optimization, and research pre-screening.
Purpose of the Study:
- To propose an EHR model for CRPs to enable real-life data reuse.
- To optimize care pathway management for children with NDDs.
- To facilitate pre-screening for research using harmonized CRP data.
Main Methods:
- Collected data from 34 CRPs into an application.
- Utilized a Natural Language Processing (NLP) tool to extract standardized NDD assessment scales.
- Evaluated NLP tool performance (86.4% precision, 90.5% recall).
- Supported 195 children (aged 4) between Sept 2022 and Aug 2023.
Main Results:
- The NLP tool demonstrated high precision and recall for extracting NDD assessment data.
- Language delays (75%) and global developmental delays (16%) were significant concerns in the studied children.
- A harmonized and structured EHR can automate the description of children's NDD phenotypes and care pathways.
Conclusions:
- A harmonized EHR for CRPs can improve data utilization and care management for children with NDDs.
- Real-life, data-driven evidence is vital for NDDs, where early intervention impacts prognosis.
- An enriched CRP database offers benefits for individual and public health, including pathway monitoring and research facilitation.
Abstract:
At the core of the child's medical, social, and educational pathway, coordination and referral platforms (CRPs) for neurodevelopmental disorders (NDDs) have been gradually deployed in France since 2018 and support the early detection of NDDs in children. The 112 nationwide CRPs do not benefit from a common electronic health record system. Our aim was to propose an HER model for CRP to enable real-life data reuse, optimize care pathway management and conduct pre-screening for research. CRP data were collected (n=34) into an application enriched by a NLP tool extracting standardized scales for NDDs assessments from medical and paramedical professionals. NLP tool evaluation presented a precision of 86.4% and recall of 90.5%. CRP support was provided to 195 children included between 1 September 2022 and 31 August 2023, aged 4 years, with a sex ratio of 2.8, with delays reported in language (75%) and concerned by global developmental delays (16%). Children's ND phenotype and care pathway description could be automated by a harmonized and structured EHR. While many clinical situations are at an impasse, real-life data-driven evidence is particularly relevant in the context of NDDs, where early intervention plays such a key role in children's development and prognosis. A harmonized and enriched CRP database could benefit both individual and public health levels with pathway monitoring, intervention proposals and research pre-screenings.
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