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
The purpose of this paper is to assess the long‐term opportunity (or lack thereof) for Wal‐Mart in the UK. Wal‐Mart is the world’s largest retailer and the UK market offers a logical next step following Wal‐Mart’s 1997 entry into the European market via Germany. Retail internationalisation is discussed and how Wal‐Mart might enter the UK market. Wal‐Mart’s North American growth is attributed to a unique organisational culture, low cost operating procedures and a significant consumer impact related to the determinant low price, assortment, service and community support store choice attributes. These attributes are discussed in a UK context and conclude that the UK workforce would respond positively to the front‐line empowerment of the “Wal‐Mart Way”. UK consumers also would support the unique Wal‐Mart retail proposition. In terms of efficient supply chains, however, Wal‐Mart will not offer any significant competitive advantage over UK retailers.
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 | 0.001 | 0.001 |
| 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) | 0.003 | 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 it