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
Introduction: Articulating Empire's Unstable Zones - Frederic Regard Part I: Fantasy, Wonder and Mimicry: Proto-Ethnography from the Middle Ages to the Renaissance 1 Encountering Africa: Uses of the Other in The Book of John Mandeville (1357) - Kofi Campbell 2 Naming the Other, Claiming the Other in Early Modern Accounts of First Encounters: from Mandeville to John Nicholl (1607) and Richard Jobson (1623) - Ladan Niayesh and Nick Myers 3 False Play and Dumb Show in The World Encompassed by Sir Francis Drake (1628) - Sophie Lemercier-Goddard 4 Waterali Goes Native: Describing First Encounters in Sir Walter Ralegh's The Discovery of Guiana (1596) - Line Cottegnies Part II: Distance in Question: Translating the Other in the Eighteenth Century 5 Domestication and Recognition of the Other in John Lawson's A New Voyage to Carolina (1709) - Robert Sayre 6 The (He)art of First Encounter at Tahiti: Samuel Wallis's Conflicts of Interest (1767) - Sandhya Patel 7 Distance and Proximity in James Cook's First Voyage around the World (1768-1771) - Anne Dromart 8 Walking in the Contact Zone: Georg Forster and the Peripatetic Mode of Exploration (1768-1777) - Christian Moser 9 The Disorder of Things: Empiricism and the Cartographic Enterprise, or, the Observations of Samuel Hearne (1795) and Alexander Mackenzie (1801) - Cheryl Cundell Part III: Stereotypes Undermined: Shifting the Self in the Nineteenth Century 10 John Franklin and the Idea of North: Narrative of a Journey to the Shores of the Polar Sea in the Years 1819-1822 -Catherine Lanone 11 Cultivating that mutual friendship': Commerce, Diplomacy and Self-Representation in Hugh Clapperton's Journal of a Second Expedition into the Interior of Africa, from the Bight of Benin to Soccatoo (1829) - Anne-Pascale Bruneau 12 Trying to Understand: James Tod among the Rajputs (1829, 1832) - Florence D'Souza 13 Shifting Perspectives: Visual Representation and the Imperial 'I' in Anna Jameson's Winter Studies and Summer Rambles in Canada (1838) - Jennifer Scott 14 Charles Darwin in Patagonia: Descriptive Strategies in the Beagle Diary (1831-1836) and The Voyage of the Beagle (1845) - Virginia Richter 15 Fieldwork as Self-Harrowing: Richard Burton's Cultural Evolution (1851-1856) - Frederic Regard 16 Fictionalizing the Encounter with the Other: Henry Morton Stanley and the African Wilderness (1872-1890) - Nicoletta Brazzelli
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 | 0.000 | 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) | 0.008 | 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