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 is the first interdisciplinary history of Lake Tanganyika and of eastern Africa's relationship with the wider Indian Ocean World during the nineteenth century. Philip Gooding deploys diverse source materials, including oral, climatological, anthropological, and archaeological sources, to ground interpretations of the better-known, European-authored archive in local epistemologies and understandings of the past. Gooding shows that Lake Tanganyika's shape, location, and distinctive lacustrine environment contributed to phenomena traditionally associated with the history of the wider Indian Ocean World being negotiated, contested, and re-imagined in particularly robust ways. He adds novel contributions to African and Indian Ocean histories of urbanism, the environment, spirituality, kinship, commerce, consumption, material culture, bondage, slavery, Islam, and capitalism. African peoples and environments are positioned as central to the histories of global economies, religions, and cultures.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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