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
America after Tocqueville complements Harvey Mitchell's previous book, Individual Choice and the Structures of History: Alexis de Tocqueville as Historian Reappraised (1996). This study draws on Democracy in America to study the condition of democracy in the United States in our own time. Three aspects of Americanism inform Harvey Mitchell's book, and cannot be separated from Tocqueville's consideration of the three races. First, he addresses tensions in the United States between ideas of equality and a political system that tries to keep it within bounds. He turns to the relationship between this system and the dynamics of American capitalism. and he analyses the criteria for inclusion and exclusion in American life. Overall, he asks if Americans have surrendered to what Tocqueville called the materialization of life; if that compromise means their abandonment of their original spiritual quest; and, if they are on the way to a radical alienation from politics.
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 | 0.001 | 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