Gesundheit fördern statt kontrollieren – lessons learned, lessons to learn
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
Health promotion, as laid down in the Ottawa Charta by the World Health Organisation, embraces the call for self-responsibility. Self-responsibility, however, is not merely directed towards apparently personal risk factors. The Ottawa Charta clearly puts health in a wider societal context and follows the line of early social medicine, which, as Virchow put it, understood politics as medicine on a large scale. With the increasing dominance of neoliberal thinking during the 1990s, this view of health in its societal context was pushed aside to make way for an individualistic understanding of self-responsibility. At the same time a resurgence of expert-led prevention strategies could be observed. Recently, however, the discussion on self-responsibility appears to be regaining societal aspects. The task on hand is, to support this societal approach to health whilst at the same time to ensure the field of health promotion does not overstretch itself.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.002 | 0.036 |
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