Is the Medium Distorting the Message? How the News Media Communicates Advances in Medical Research to the Public
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
Among the medically lay public, the news media is one of the primary sources for information on current trends and research findings in health prevention, promotion and treatment. Research suggests that more than 75% of people act on such information, with a large number of individuals acting solely based on news media reports, with little or no expert consultation. This highlights the influential role of the lay press in issues of population health. However, it has often been noted that information regarding methodology, study limitations, financial support, conflicts of interest, and absolute results are often excluded in news media reports on medical issues. A non-systematic review of studies employing content analysis to assess the quality of medical reporting was conducted. The review highlights a variety of common deficiencies in healthcare reporting. The authors make specific recommendations to both scientists and members of the news media to improve healthcare reporting in areas where evidence of deficiencies exist.
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 | 0.039 | 0.026 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.007 | 0.001 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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