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
Despite its 18th century origins, the novel appears remarkably resilient in adapting to the global demands of the 21st century. Largely distanced from concerns of the domestic comedy, studies of the contemporary novel tend to focus on the form’s ability to engage and respond on a global scale to transnational capitalism, neocolonialism, international warfare, and the ecological pressures of a beleaguered planet. Critics routinely approach the novel as a nexus for trans-historical understanding and a model for scalar thinking about the planet in crisis. What these approaches overlook are the myriad ways in which the novel quite ostentatiously theorizes a limit to its own vantage on the world. In a so-called age of the world, the novel appears to be a partisan of blindness over insight. Even as we become increasingly entangled within networks of global connection, our experience of the world and context for the knowledge we claim of that world continues to be mediated locally. As such, the failure to know describes one of the most salient features–and representational strengths–of the contemporary novel.
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 | 0.001 | 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 | 0.002 | 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