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
Isabella Bird's Unbeaten Tracks in Japan was published in 1880 and recounts her travels in the Far East from 1876. Bird was recommended an open-air life from an early age as a cure for her physical and nervous difficulties. She toured the United States and Canada, New Zealand, Australia and the Sandwich Islands, before travelling to the Far East in order to strengthen herself to marry Dr John Bishop and live in Edinburgh. Created out of the letters Bird wrote home, primarily to her sister, Volume 1 recounts her experiences as a solo woman traveller living among the Japanese in Yokohama and Niigata. It includes descriptions of clothing, food and drink, education, housing, theatre, women's lifestyles, religion, plant life, medicine, shopping and other day-to-day activities, as well as the vicissitudes and excitement of the conditions and process of travelling, including by boat and pack-horse.
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 | 0.001 | 0.000 |
| Research integrity | 0.001 | 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