The International Classification of Functioning, Disability and Health (ICF) core sets for deafblindness, part II of the systematic review: linking data to the ICF categories
Bibliographic record
Abstract
INTRODUCTION: Deafblindness, a health condition with varying combinations of hearing and vision impairment, affects functioning and social participation. In 2001, the World Health Organization (WHO) introduced the International Classification of Functioning, Disability, and Health (ICF) to examine human health and functioning. To use the ICF in clinical practice, smaller categories of ICF codes, referred to as Core Sets, were developed for specific health conditions. However, no ICF Core Set exists for deafblindness. As part of an ICF Core Set development, this paper examines the existing literature from an ICF perspective and links relevant data to the ICF categories. EVIDENCE ACQUISITION: The systematic review followed the Preferred Reporting Items for Systematic Review and Meta-Analyses (PRISMA). Articles were selected from eight scientific databases, three journals, and Google Scholar. The research team linked outcome measures and qualitative studies to ICF codes using ICF linking rules. For each measure/qualitative study's final code list, they included each code only once after eliminating any duplicates. Subsequently, a frequency analysis was conducted, and ICF categories identified in at least five studies were included in the candidate categories list. EVIDENCE SYNTHESIS: 147 articles met the eligibility criteria. Most studies were from Europe (N.=70) and North America (N.=41). 316 categories were identified in at least five studies that belong to one of four ICF components. This includes 112 categories in the body function component, 3 categories in body structure, 163 in activities and participation, and 38 in environmental factors. Additionally, 21 personal factors relating to demographics were identified. The most frequent category was listening (category d115) at 82.31%, followed by range of emotions (category b1522) at 78.91%, hearing function (category b230) at 68.03%, and assistive products and technology for communication (category e1251) at 63.27%. CONCLUSIONS: As the second part of the first four studies in developing ICF Core Sets for deafblindness, this review described the ICF categories relevant to the functioning of individuals with deafblindness. These categories inform the development of the Core Sets on deafblindness from the researcher's perspective. The final Core Sets will guide clinical practice, programs, and policies for individuals with deafblindness.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".