Search strategies for transnational families and pregnancy, childbirth and postpartum care / Stratégies de recherche sur les familles transnationales, la grossesse, l'accouchement et les soins postnataux
Bibliographic record
Abstract
Ce jeu de données contient les stratégies de recherche pour CINAHL Complete (EBSCOhost), MEDLINE All (Ovid), Embase (Ovid), Global Health (Ovid), Social Sciences Abstracts (EBSCOhost), APA PsycInfo (Ovid).Quand on les exécute dans leur base de données respective, ces stratégies repêchent les articles sur, inclusivement, les concepts des familles transnationales, la grossesse, l’accouchement et les soins postnataux. Le nombre de résultat et les stratégies de recherche pour chaque base de données sont indiqués dans le fichier rtf. La date indiquée dans cette description est la date à laquelle la recherche a été effectuée. (29 juillet 2024; 2024-07-29).
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".