Development of an ontology to characterize mental functioning.
other · Level V
Where this comes from
- Record sourced from PubMed, PMID 37702040.
- Also identified by DOI 10.1080/09638288.2023.2252337 and PMC identifier 10932805.
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Abstract
This article describes a conceptual and methodological approach to integrating functional information into an ontology to categorize mental functioning, which to date is an under-developed area of classification, and supports our work with the United States (U.S.) Social Security Administration (SSA). Conceptualizing and defining mental functioning was paramount to develop natural language processing (NLP) tools to support our use case. The International Classification of Functioning, Disability, and Health (ICF) was the framework used to conceptualize mental functioning at the activities and participation level in clinical records. To address challenges that arose when applying the ICF as to what should or should not be classified as mental functioning, a mental functioning domain ontology was developed that rearranged, reclassified and incorporated all ICF key components, concepts, classifications, and their definitions. Challenges emerged in the extent to which we could directly align components in the ICF into an applied ontology of mental functioning. These conceptual challenges required rearrangement of ICF components to adequately support our use case within the social security disability determination process. Findings also have implications to support future NLP efforts for behavioral health outcomes and policy research.
Medical subject headings
- Disability Evaluation
- Natural Language Processing
- International Classification of Functioning, Disability and Health
- Persons with Disabilities