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
In 1576 Martin Frobisher captured an Inuk man off the coast of Baffin Island using several bells. These sounding objects were viewed in two fundamentally different ways. The Inuk considered them to be soul-filled gifts; all things, and especially sounding things, were said by the Inuit to have a guardian spirit. For Frobisher, however, as for most European merchant adventurers from the late 1400s onwards, bells had a specific function within the early capitalist enterprise. They were trinkets that helped get commodities by securing the trust of native peoples. For this reason, Frobisher brought along with him over three hundred bells on his first journey into the Arctic. Not yet considered a commodity in the classic economic sense, bells in the late sixteenth century were called “trinkets,” trinkets that were indispensable to making contact with indigenous Americans and to getting at the many commodities the Americas had to offer.
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 | 0.000 | 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 | 0.001 | 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) | 0.006 | 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 it