International classification of functioning, disability, and health core sets for hearing loss: A discussion paper and invitation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The World Health Organization’s International Classification of Functioning, Disability and Health (ICF) has adopted a multifactorial understanding of functioning and disability, merging a biomedical paradigm with a social paradigm into a wider understanding of human functioning. Altogether there are more than 1400 ICF-categories describing different aspects of human functioning and there is a need to developing short lists of ICF categories to facilitate use of the classification scheme in clinical practice. To our knowledge, there is currently no such standard measuring instrument to facilitate a common validated way of assessing the effects of hearing loss on the lives of adults. The aim of the project is the development of an internationally accepted, evidence-based, reliable, comprehensive and valid ICF Core Sets for Hearing Loss. The processes involved in this project are described in detail and the authors invite stakeholders, clinical experts and persons with hearing loss to actively participate in the development process.SumarioLa Clasificación sobre Funcionalidad, Discapacidad y Salud de la Organización Mundial de la Salud (ICF) ha adoptado un acercamiento multifactorial de la funcionalidad y la discapacidad, fusionando un paradigma biomédico con un paradigma social de una forma más amplia. En su conjunto hay más de 1400 categorías ICF que describen diferentes aspectos de la funcionalidad humana y existe la necesidad de desarrollar una lista corta de categorías ICF para facilitar el uso de la clasificación en un esquema para la práctica clínica. Es de nuestro conocimiento que actualmente no existe un instrumento de medición estándar que facilite una forma válida y cómoda para evaluar los efectos de la hipoacusia en la vida de los adultos. El propósito de este proyecto es desarrollar un conjunto básico de condiciones de salud ICF para la hipoacusia que sea internacionalmente aceptado, basado en evidencia, confiable e integral. Se describen en detalle los procesos implicados en este proyecto y los autores invitan a las personas interesadas, a los expertos clínicos y a las personas con hipoacusia a participar activamente en el desarrollo de este proceso.
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it