Bibliographic record
Abstract
Philippines 205 abuse domestic see domestic violence economic 244 substance 152, 251 access to education see education accessibility 138, 144 accountability, lack of state 245 accounting, macro-level 72 Act see legislation ADB (Asian Development Bank) see Asian Development Bank adolescent fertility see teenage pregnancy Adult Equivalence Scales (AES) 75-6n AEU (Adult Equivalent Unit) see Adult Equivalence Scales affirmative action 341 Africa North 3, 20, 58 South 3, 39, 58, 101, 107, 289 sub-Saharan 3, 20, 58, 75, 82, 131, 154, 156, 166 West 126, 129, 130, 192 Afro-Caribbean (people) 103, 124, 267, 271, 282 age distribution of population Costa Rica 272 The Gambia 142 Philippines 205-6 age and poverty 332-3 Costa Rica 282, 304-5, 316-18 and female-headed households 110 The Gambia 142-3 and gender 19 Philippines 246, 253-6 ageing 19, 187, 272, 303, 330 demographic, context of 279, 327 ageism, Costa Rica 316 agency, women's 21, 34, 37, 39-40, 42-5, 80, 109
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.825 | 0.699 |
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".