Out of context? Translating evidence from the North Karelia project over place and time
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
Within the literature on community-based heart health promotion and chronic disease prevention, the North Karelia project is often viewed as a model program for achieving community-wide reductions in risk factors and mortality associated with cardiovascular disease. In the present study, we examine the tendency to attempt replication of elements of the North Karelia project, without due consideration of the unique population and setting being targeted. We analysed a sample of 64 articles reporting on community-based interventions targeting chronic disease, published between 1990 and 2002. Of these 64 articles, 43 (67%) made explicit reference to North Karelia or one of the other early projects (Stanford, Minnesota, Pawtucket). Of these 43 articles, 8 (19%) explicitly acknowledged the unique features of the population/setting in question, and articulated a need to adapt to these unique features, while 10 (23%) provided no acknowledgment of unique population/setting features. The remaining 25 (58%) were 'in between', and examples from each group are discussed. We conclude that for many contemporary community-based interventions, concern with replicating the North Karelia project is accompanied by inadequate consideration or reporting of the details of the unique context (including people, place and time), and this may undermine the success of community-based health promotion.
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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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