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
Little bits and pieces from around the web…\n1. In case you missed it, David Brooks wrote a column about China in The New York Times last week. In it, he details two perspectives on China’s future presented at the Aspen Ideas Festival. On the one hand,\nThe agent provocateur was Niall Ferguson of Harvard. China and the U.S., he argued, used to have a symbiotic relationship and formed a tightly integrated unit that he calls Chimerica… During the first few years of the 21st century, Chimerica worked great. This unit accounted for about a quarter of the world’s G.D.P. and for about half of global growth. But a marriage in which one partner does all the saving and the other partner does all the spending is not going to last.\nThe frictions are building and will lead to divorce, conflict and potential catastrophe. China, Ferguson argued, is now decoupling from the United States…\nThink of China, Ferguson concluded, as Kaiser Wilhelm’s Germany in the years before World War I: a growing, aggressive, nationalistic power whose ambitions will tear through pre-existing commercial ties and historic friendships.\nOn the other hand,\nJames Fallows of The Atlantic has lived in China for the past three years. He agreed with parts of Ferguson’s take on the economic fundamentals, but seemed to regard Ferguson’s analysis of the Chinese psychology as airy-fairy academic theorizing. At one point, while Fallows was defending Chinese intentions, Ferguson shot back: “You’ve been in China too long.” Fallows responded that there must be a happy medium between being in China too long and being in China too little.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.022 | 0.048 |
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