Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Retail ‐ Apparel and Accessory Stores (MIC: 5.8 SIC: 5651 NAIC: 448140) TJX Companies is an off‐price retailer of apparel and home fashions. Co.'s T.J. Maxx, Marshalls and AJ. Wright chains in the U.S., its Winners chain in Canada, and its T.K. Maxx chain in Europe sell off‐price family apparel and home fashions. Co.'s HomeGoods chain in the U.S. and its HomeSense chain, operated by Winners in Canada, sell off‐price home fashions. Co.'s Bob's Stores chain is a branded apparel chain based in the Northeastern U.S. that offers casual, family apparel. As of Jan 27 2007 , Co. operated 821 T.J. Maxx stores, 748 Marshalls stores, 184 Winners stores, 210 T.K. Maxx stores, 270 HomeGoods stores, 129 AJ. Wright stores, 68 HomeSense stores, and 36 Bob's Stores.
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.
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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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 it