POVERTY AND HUMAN RESOURCES ABSTRACTS is published quarterly-in
Bibliographic record
Abstract
All rights reserved. No portion of the contents may be reproduced in any form without written permission of the publisher. Subscriptions: USA and Canada-$45.00 yearly. Individual professionals and full-time students may subscribe at $25.00 yearly. UK, Europe, Middle East, Africa-£20.00 yearly (no discounts). Elsewhere-$48.00 yearly (no discounts).-Back Issues: Volumes J through V-available from Sage Publications for $10.00 per issue. The first issue of PHRA was dated January/February 1966. PHRA was issued six times yearly from 1966 (Volume IJ through 1970 (Volume V). Complete unbound volumes (I-V1 may be obtained for $58.00. Commencing with Volume VI f1971}-single issues (published quarterly) may be obtained from the publisher for $12.50 per issue. Double issues are $25.00 each. Complete volumes (unbound) may be obtained for $50.00. Complete volumes in library bindings (standing orders may be placed for Volume VI onwards, as published) will be made available at $55.00 each. Microfilm copies of PHRA are available to subscribers from University Microfilms, Inc., Ann
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.051 | 0.001 |
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; both teacher heads 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".