Harmonizing two measures of adaptive functioning using computational approaches: prediction of Vineland Adaptive Behavior Scales II (VABS-II) from The Adaptive Behavior Assessment System II (ABAS-II) Scores
Overall, our results supported the feasibility of harmonization. Our results suggest that a linear regression model trained on the ABAS composite score, the ABAS raw domain scores, and age, sex, and diagnosis would provide an acceptable trade-off between accuracy, parsimony, and data collection and processing complexity.
Authors
- Elizabeth Kelley (ORCID: https://orcid.org/0000-0001-7742-6542)
- Evdokia Anagnostou (ORCID: https://orcid.org/0000-0002-3455-9887)
- Jennifer Crosbie (ORCID: https://orcid.org/0000-0002-8710-3322)
- Rob Nicolson (ORCID: https://orcid.org/0000-0001-7086-7038)
- Alexandra Lautarescu (ORCID: https://orcid.org/0000-0001-7680-8936)
- Tony Charman (ORCID: https://orcid.org/0000-0003-1993-6549)
- Jason P. Lerch (ORCID: https://orcid.org/0000-0001-6164-2881)
- Corinna Smith
- Muhammad Ayub (ORCID: https://orcid.org/0000-0002-7111-1571)
- Stelios Georgiades
- Azadeh Kushki (ORCID: https://orcid.org/0000-0003-1510-8818)
- Russell Schachar (ORCID: https://orcid.org/0000-0002-2015-4395)
- Jessica Jones (ORCID: https://orcid.org/0000-0002-1116-4321)
- Alana Iaboni
- Paul D. Arnold
Institutions
- Western University (CA)
- University of Calgary (CA)
- King's College London (GB)
- University of Toronto (CA)
- Queen's University (CA)
- Hospital for Sick Children (CA)
- Holland Bloorview Kids Rehabilitation Hospital (CA)
- University of Oxford (GB)
- Wellcome Centre for Integrative Neuroimaging (GB)
- McMaster University (CA)
Publication Details
- Journal
- Molecular Autism
- Published
- 2024-12-03
- DOI
- https://doi.org/10.1186/s13229-024-00630-4
- Citations
- 1
- Primary Topic
- Autism Spectrum Disorder Research
- Type
- article
- Field-Weighted Citation Impact
- 0.34
Funders
- Natural Sciences and Engineering Research Council of Canada