Bibliographic record
Abstract
Esta revision aborda los aspectos cardiopulmonares de la obesidad en las mujeres no embarazadas. Los efectos de la obesidad sobre la capacidad de difusion pulmonar y el intercambio gaseoso se relacionan con la proporcion cintura-cadera. Las mujeres obesas tienen mas riesgo de tener insuficiencia cardiaca que aquellas de peso normal, un riesgo que empeora progresivamente al aumentar el indice de masa corporal. Tambien tienen una mala adaptacion cardiaca y poseen un menor pulso de oxigeno con el esfuerzo maximo. El gasto cardiaco, la frecuencia cardiaca y el volumen total de sangre son mayores en las mujeres obesas, mientras que su fraccion de eyeccion es menor que la de las mujeres de peso normal; una perdida sustancial de peso normaliza estos parametros.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.005 | 0.002 |
| Insufficient payload (model declined to judge) | 0.973 | 0.977 |
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 itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".