Bibliographic record
Abstract
The interaction between President William Howard Taft and the Congress provides a window on his leadership. Volume IV of The Collected Works of William Howard Taft is devoted to his messages to the legislative branch and concerns some of the pressing issues of the day, issues that have relevance still. Oftentimes President Taft was at odds with a somewhat reactionary Congress, causing him to veto legislation that he thought unwise. For example, his commitment to the independence of elected judges led him to reject statehood for Arizona until its constitution was altered to address his objection. His messages also touched on subjects for which he led the way over the objections of Congress, such as his recommendation of a federal law to protect resident aliens against denial of their civil rights and his advocacy of free trade with Canada. In his commentary to the volume, Professor Burton points out: There is exhibited time after time concern for the American people, for men and women from different walks of life. Taft comes across less as a judge, which he had been, or the chief justice he was to become, and more as a sitting president of all the people. Taft's Presidential Messages to Congress provides the documentary evidence to support that claim.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.033 | 0.009 |
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 source (direct Gemma or distilled Codex), 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".