Bibliographic record
Abstract
The 1840s were a transformative decade in the Canadas. Institutions emerged, businesses and railways burgeoned, new bureaucracies and political alliances took shape. Professionals of that era witnessed another new development as the criteria of acceptable behaviour shifted. The richly documented life of Louis-Joseph Papineau illustrates how a towering hero of 1837 came to be vilified in the 1840s. When he first emulated the non-combatant role of the American founding fathers such as Thomas Jefferson and Benjamin Franklin, Papineau followed the respected path of orator and democratic man of letters, winning great acclaim. In the 1840s, though, influential political colleagues decided his approach fell short by modern measures of middle-class masculinity: the citizen soldier and the fraternal man more devoted to collective action than to eloquence. This examination of Papineau as a man of letters explores shifting gender notions as well as shifting rhetorical practices during his lifetime. It also assesses the enduring contributions of the famous French-Canadian patriot.
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.
How this classification was reachedexpand
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 | 0.001 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".