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
This paper reconstructs the history of the Fortunato da Costa family, from the first appearance of its constituting members in Portugal, during the Napoleonic invasion of 1808, through the nation’s political turmoil of the late 1820s and early 1830s, the family’s relocation to São Tomé and Príncipe around 1838-1839, amidst significant Creole-metropolitan tensions on the islands, as well as “intrusions” from the British Anti-Slave Trade Squadron, to its settlement in Angola during an intense period of illegal slave trading and the transition to legitimate commerce, until 1859, when the last known member passed away. The story of the Fortunato da Costa family is an odyssey stretching over half a century, marked by some of the most important processes in Atlantic history. Negotiating these historical developments was anything but easy sailing: in fact, for some it created a series of contradictions, at times leading to the kind of dark moments that families often face. Reconstructing the lives of this unique family thus also presents us with a particularly striking example of the human condition in all its frailties, with a story that is far from unilinear.
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 | 0.001 |
| 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) | 0.000 | 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