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
Electronic materials and the Web have the potential of bringing students to a higher level of reading comprehension more quickly than traditional, printed texts. Brown University On-Line Czech Literary Anthology seeks to make authentic texts accessible to students of varying levels of competence and to build their reading strategies. However, the added annotations and links are not in themselves conducive to cultural fluency and reading ability. In fact, the reading of information revealed with the help of such links is rather a passive activity. such supplementary material might even create the erroneous impression that reading comprehension results from parsing sentences and that the study of culture is tantamount to accumulating bits and pieces of information, instead of viewing them as part of a larger, complex organism. The author uses Sperber and Wilson’s Relevance Theory (1986) to consider the essential aspects of reading, and to propose possible approaches that can help students interpret authentic texts and culture by combining open-ended electronic links and activities in the classroom.
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) | 0.013 | 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