It’s just the right thing to do: Conceptualizing a theory of change for a school food and beverage sales environment interv ention and implications for implementation evaluation
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
School food environments are the target of nutrition interventions and evaluations across the globe. Yet little work to-date has articulated the importance of developing a theory of change upon which to base evaluation of both implementation and outcomes. This paper undertakes an interpretive approach to develop a retrospective theory of change for an implementation evaluation of British Columbia's school food and beverage sales Guidelines. This study contributes broadly to a nuanced conceptualization of this type of public health intervention and provides a methodological contribution on how to develop a retrospective theory of change with implications for effective evaluation. Data collection strategies included document analysis, semi-structured interviews with key stakeholders, and participant observation. Developing the logic model revealed that, despite the broad population health aims of the intervention, the main focus of implementation is to change behaviors of adults who create school food environments. Derived from the analysis and interpretation of the data, the emergent program theory focuses on the assumption that if adults are responsibilized through information and education campaigns and provided implementation tools, they will be 'convinced' to implement changes to school food environments to foster broader public health goals. These findings highlight the importance of assessing individual-level implementation indicators as well as the more often evaluated measures of food and beverage availability.
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 | 0.007 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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