Bibliographic record
Abstract
Abstract Hospitality &Tourism (MIC: 5.1 SIC: 5812 NAIC:722211) McDonald's develops, licenses, leases and services a worldwide system of restaurants in more than 100 countries. Co.'s menu includes hamburgers, cheeseburgers, the Big Mac, Quarter Pounder with Cheese, Big N'Tasty, Filet‐O‐Fish, Chicken McNuggets, several chicken sandwiches, french fries, salads, milk shakes, McFlurry desserts, ice cream sundaes and cones, pies, cookies and beverages. As of Dec 31 2003, there were approximately 18,000 units operated by franchisees, more than 8,000 units operated by Co., and about 4,000 units operated by affiliates. The Company also operates Boston Market and Chipotle Mexican Grill in the U.S. and has a minority ownership interest in U.K.‐based Pret A Manger.
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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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".