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Record W4284680944 · doi:10.1097/dbp.0000000000001102

Improving Care for Families and Children with Neurodevelopmental Disorders and Co-occurring Chronic Health Conditions Using a Care Coordination Intervention

2022· article· en· W4284680944 on OpenAlexaff
V. Nadine Gall, Jeffrey Buchhalter, Richard C. Antonelli, Meridith Yohemas, Gina Lachuk, W. Ben Gibbard

Bibliographic record

VenueJournal of Developmental & Behavioral Pediatrics · 2022
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsUniversity of CalgaryAlberta Children's HospitalAlberta Health Services
Fundersnot available
KeywordsIntervention (counseling)MedicineHealth careNursingPopulationEmergency departmentFamily medicineEnvironmental health

Abstract

fetched live from OpenAlex

OBJECTIVE: This clinical intervention study aimed to improve care integration and health service delivery for children with concurrent neurodevelopmental disorders and chronic health conditions. This population has significant unmet needs and disproportionate deficits in service delivery. A lack of coordination across child service sectors is a common barrier to successful treatment and support of children with neurodevelopmental disorders with complex medical needs. METHODS: This project implemented an innovative care coordination model, involving one-on-one supports from a trained care coordinator who liaised with the broader intersectoral care team to improve joint care planning, integration of services, and the experience of both families and care providers. To evaluate the impact of care coordination activities, a single-group interventional study was conducted using a repeated-measures framework (at 0, 6, and 12 months) using previously established outcome measures. RESULTS: Over 2 years, this project provided care coordination to 84 children and their families, with an age range from 2 to 17 years. The care coordination intervention demonstrated positive impacts for children, families, and care teams and contributed to clinical efficiencies. Children had fewer visits to the emergency department and less frequent acute care use. Improvement in access to services, joint care planning and communication across providers, and better linkage with school supports were demonstrated. Families reported that the program decreased their stress around coordinating care for their child. CONCLUSION: This work demonstrated that intersectoral care coordination is attainable through innovative and collaborative practice for children with complex neurodevelopmental and medical needs.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.276
Threshold uncertainty score0.654

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.030
GPT teacher head0.372
Teacher spread0.342 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations27
Published2022
Admission routes1
Has abstractyes

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