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 As this chapter goes to print [April 2002], Major League Baseball (MLB) has announced plans to contract from thirty to twenty-eight teams, refusing to permit the relocation of a financially troubled Montreal franchise to our Nation’s capital and strongly hinting that the refusal of Minnesota taxpayers to subsidize a new stadium will result in the demise of the Minnesota Twins.1 At the same time, Los Angeles has more than enough basketball fans to support two teams, but a wealthy mogul continues to steward the Clippers into new lows of mediocrity.2 When Tennessee wanted a pro football team, they had to shell out over $292 million in taxpayer money to lure the Houston Oilers.3 The National Hockey League has doled out American expansion franchises so artfully that the Montreal Canadiens pay more than triple the tax bills of all their American rivals combined.4 Why does this happen?
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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 it