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
Known as 'the great northern diver' to his crewmates, Sir Arthur Conan Doyle (1859–1930) fell into the Arctic Ocean on three occasions during his voyage as doctor on a whaler, before becoming part of the harpooning crew. This adventure sets the scene for the remarkable variety of his later life. In his autobiography, first published in 1923, he details everything from that first voyage to his literary success, his collaboration with playwright J. M. Barrie (whose Sherlock Holmes parody is included), and his involvement in the setting up of volunteer groups during the First World War. He describes how the methods of Sherlock Holmes helped him solve several real-life mysteries and, in a touching counterpoint to this scientific approach, closes with a chapter on his belief in spiritualism. Characteristically astute and entertaining, this book will appeal to students of early twentieth-century history, Holmes fans and the curious general reader alike.
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 | 0.001 |
| 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 | 0.000 |
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