Interorganizational evaluation capacity building in the public, health and community sectors
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
Evaluation capacity building is generally conceptualized as occurring either at the individual or the organizational levels. However, ongoing societal crises require organizations within or across sectors to work together to find solutions to complex problems and to evaluate joint initiatives. Interorganizational evaluation capacity is required to ensure the ongoing conduct and use of evaluations to support interorganizational decision-making and improvement. This exploratory study describes and analyzes four cases of interorganizational evaluation capacity building initiatives in the public, health and community sectors in Canada and Denmark to identify their key dimensions. Preliminary findings highlight the importance of developing individual and organizational evaluation capacity as well as the need to provide stakeholders with interorganizational evaluation training and projects in which they can work together to better learn about each other’s organizations and challenges and find solutions to common problems.
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 | 0.138 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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