Mexican journalists: An investigation of their emotional health
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
Mexican journalists are frequently the victims of violence, often drug related. The purpose of the study was to assess their mental well-being. Of 104 journalists recruited from 3 news organizations, those who had stopped working on drug-related stories because of intimidation from the criminal drug cartels (n = 26) had significantly greater social dysfunction (p = .024); and more depressive (p = .001) and higher intrusive (p = .027), avoidance (p = .005), and arousal (p = .033) symptoms than journalists living and working under threat in regions of drug violence (n = 61). They also had more arousal (p = .05) and depressive (p = .027) symptoms than journalists (n = 17) never threatened before and living in regions without a drug problem. These findings provide preliminary data on the deleterious effects of drug-related violence on the Mexican media, amplifying the concerns expressed by journalist watchdog organizations monitoring the state of the press in the country.
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 | 0.001 | 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 | 0.000 | 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