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
Abstract What are the prospects for ambitious political reform in communities of traditional, passionate, and even self-righteous citizens? Can thoughtful legislators create a healthy society for citizens whose judgment is typically unsound? This searching and provocative analysis addresses these timely—though universal—political questions by offering a novel interpretation of Plato’s Laws. Turning to the ancient past is essential to reinvigorating our contemporary understanding of these all-important issues. Previous readers have either celebrated the work’s idealism or denounced its totalitarianism. Balot, by contrast, refuses to interpret the dialogue as a political blueprint, whether admirable or misguided. He shows instead that it constitutes Plato’s greatest philosophical investigation of political life. In this transformative re-appraisal, Balot reveals that Plato’s goal was to cultivate a tragic attitude toward our political passions, commitments, and aspirations. The result is a profound political inquiry with far-reaching consequences.
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 | 0.001 |
| 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