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 chapter examines John Henry Comstock's experience as a sailor and a scholar. Living as he did among sailors, it was natural that he should turn to sailing as the most available means of earning money. His first experience was on a small lumber vessel plying between Oswego, New York and Kingston, Canada. At the end of the first season of sailing, Henry had twenty dollars in his pocket after he had bought his clothing for the coming year, and with this surplus he started home. When he started school, the devoted teacher Miss Eleanor Dickinson encouraged Henry to take up algebra. It was the first time in his life that even a thought of higher education had dawned on his mind. A new world then opened to the boy, and Miss Dickinson taught him his algebra after school hours. To her influence Henry always attributed his ambition for an education; he had become thoroughly imbued with the desire for a college education and gave his whole thought and energy to his work in school. The chapter then details Henry's terms at Mexico Academy and Falley Seminary. In the fall of 1869, he entered Cornell University.
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 | 0.001 |
| 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