Exploring How Knowledge Translation Can Improve Sustainability of Community‐based Health Initiatives for People with Intellectual/Developmental Disabilities
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
Community-based health initiatives (CBHI) play an important role in maintaining the health, function and participation of people with intellectual/developmental disabilities (I/DD) living in the community. However, implementation and long-term sustainability of CBHI is challenging. The Promoting Action on Research Implementation in Health Services (PARiHS) is a knowledge translation (KT) framework that is particularly relevant to intellectual/developmental disabilities research as it identifies the barriers and facilitators of implementation and action plans. This framework provides a foundation for understanding how KT can be used to aid the implementation and sustainability of CBHI for people with intellectual/developmental disabilities. The following study explores how KT - specifically the PARiHS framework - can be used to help sustain CBHI for people with intellectual/developmental disabilities.
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 | 0.024 | 0.091 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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