The Hope for Audacity: The Understated Unilateralism of President Obama
Bibliographic record
Abstract
Abstract This article offers an overall assessment of President Barack Obama’s use of unilateral presidential directives and situates his usage in a broader historical context. It draws on academic scholarship and history to better understand the extent to which Obama’s use of unilateral presidential directives (such as executive orders, proclamations, and memoranda) comports with or departs from that of other presidents. It examines five perspectives on Obama’s use of unilateral presidential directives (namely, a quantitative overview of his executive orders and proclamations, a qualitative review of some of his more noteworthy directives, and a survey of what the president, his conservative critics, and liberals have had to say about his directives). The evidence indicates that Obama has been fairly reserved or reticent in his use of unilateral directives. Four possible explanations for the nature of his (dis)use of unilateral directives (namely, reservations of a political, constitutional, or psychological nature, as well as the use of alternatives to unilateral presidential directives are considered).
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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 | 0.014 | 0.032 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.022 |
| Scholarly communication | 0.007 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".