Emigración de profesionales de enfermería en México
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
La creciente emigración de profesionales de enfermería en México podría colocar su sistema de salud en una crisis nacional. Actualmente, existen más de 272,000 migrantes a nivel global 1. Se estima que 11,800,000 son mexicanos, el 35% de ellos son profesionistas 2. México se ubica en sexto lugar de países que envían migrantes calificados y en primer lugar en la región de América Latina. Los principales países receptores son Estados Unidos (EE. UU.), Canadá, y España. En 2015, en Estados Unidos el número de mexicanos calificados rebasó las 250,000. De acuerdo con datos de la Organización Mundial de la Salud 3 hay más de 20,700,000 de profesionales de enfermería y partería en el mundo. No obstante, se calcula que para el 2030 nos enfrentaremos ante la escases de 18,000,000. Tan solo en Canadá este déficit podría llegar a los 60,000 enfermeros, mientras que en EE. UU esta cifra se triplica a los 240,000.
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| 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 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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