Impacto inequitativo en el cumplimiento de los derechos humanos en México por COVID-19
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
El texto que presentamos, convoca la aplicación de diferentes discursos que se generan en la ciencias sociales y humanas, resultado del tema que se aborda “Impacto inequitativo en el cumplimiento de los derechos humanos en México por COVID-19”, y que en efecto la sociedad actual, se enfrenta a escenarios de crisis económica y de salud latentes, esto hace que los autores de este trabajo, reflexionen sobre elementos fundamentales de su funcionamiento, y como ésta ha sido impactada, además de ubicar la importancia del cumplimiento de los derechos humanos, es evidente esta prioridad ante las diferentes expresiones de la necesidad de aplicación en términos de civilidad y equidad, el ensayo apunta desde una perspectiva crítica, pero constructiva y viable.
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 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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