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
The presented study is concerned with the effects learning Latin has on high school \nstudents. I pose this inquiry in the context of a provincial education system that has come largely \nto reject Latin as a central piece of its curriculum. To answer this question I review Latin’s \nhistory in Ontario and North America as a whole. I then present a literature review of \nquantitative studies that explore the measureable benefits of learning Latin, all while exposing \nthe underlying cognitive and linguistic frameworks at play. This serves as supplement to the core \nof the study, the synthesis and analysis of interviews with two English high school teachers. \nThrough their insights I unearth the immeasurable and explore the study of Latin as an \nintrinsically edifying process, one that provides safety and opportunity for intellectually curious \nand engaged students. With this research established, I conclude with an exploration of the \nimplications of this study, as well as some recommendations for future practice and further \nresearch.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.788 | 0.001 |
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