El programa de atención integral al médico enfermo
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 personnel are considered to be a group with a high risk of suffering from mental disorders, with or without addiction to alcohol and/or other drugs. Within this group, physicians stand out because of their responsibility for the health of the population in general and that of their patients in particular, and because they are, themselves, patients who are especially difficult to treat. PAIME is a programme created jointly by the 4 Medical Councils of Catalonia and its Autonomous Government (Generalitat) devoted specifically to treating sick physicians in a specialised and confidential manner, within a framework of a commitment between the sick doctor, his/her psychiatrist and his/her Medical Council, which, in the last analysis, authorises him/her to practise medicine. This kind of programme is quite common in the U.S., Canada and Australia; in some countries of Europe, however, they have barely become aware of the problem. The experience that is exposed here is a pioneering one in our continent and should be a first step towards truly healing the healers.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.003 |
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