Mapping the Expertise and Understanding of Menarche, Menstrual Hygiene, and Menstrual Health among Adolescent Ladies in Low- and Center-Profit Nations
Bibliographic record
Abstract
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An early window of possibility for promoting girls’ health: Policy implications of the woman’s puberty e-book task in Tanzania. Int. Electron J Health Microbiol. 2011; 14:77–92 Dorgbetor G. Mainstreaming MHM in colleges through the play-primarily based approach: training discovered in Ghana. Waterlines. 2015;34(1): 41–50.56. Marvan ML, Vacio A, Espinosa-Hernandez G. Menstrual-associated changes expected with the aid of premenarcheal girls dwelling in rural and urban areas of Mexico. Soc Sci Med. 2003;56(4):863–8. Marvan ML, Vacio A, Espinosa-Hernandez G. A contrast of menstrual adjustments anticipated through pre-menarcheal kids and changes skilled
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".