Bibliographic record
Abstract
Recently there is a debate about the impact of global restructuring on human health. this article will attempt to examine the impact of global restructuring on the health of poor women in a range of different setting. It will also give a brief account of gender inequalities in access to health care and recent campaigns designed to resist the negative changes. Key words: global restructuring, women’s health, gender inequality, poverty, well-being Resume: Recemment, il y a un debat sur l'impact de la restructuration mondiale sur la sante humaine. cet article tentera d'examiner l'impact de la restructuration mondiale sur la sante des femmes pauvres dans une gamme de circonstances differentes. Il donnera aussi un bref compte rendu des inegalites entre les sexes dans l'acces aux soins de sante et les recentes campagnes designees a resister aux changements negatifs. Mots-Cles: restructuration mondiale, sante des femmes, inegalite entre les sexes, pauvrete, bien-etre
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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.023 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".