Bibliographic record
Abstract
Abstract Retail ‐ Apparel and Accessory Stores (MIC: 5.8 SIC: 5621 NAIC: 448120) Talbots is an international specialty retailer and cataloger of women's, children's, and men's apparel, accessories and shoes sold under the Talbots and J. Jill brand names. As of Feb 3 2007, Co. operated 1,364 stores in 47 states, the District of Columbia, Canada and the U.K., with 1,125 stores under the Talbots brand name and 239 stores under the J. Jill brand name. Co.'s 1,364 stores consisted of the following: 554 Talbots Misses stores, 297 Talbots Petites stores, 39 Talbots Accessories & Shoes stores, 67 Talbots Kids stores, 131 Talbots Woman stores, 12 Talbots Mens stores, two Talbots Collection stores, 23 Talbots Outlet stores, 231 J. Jill stores, and eight J. Jill Outlet 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.
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) | 0.002 | 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".