Historical Trends in Questioning Presidents, 1953‐2000
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
This article develops a system for analyzing the aggressiveness of journalists' questions to public figures and applies that system to a sample of presidential news conferences from Eisenhower through Clinton. The primary objective is to use the phenomenon of aggressive questioning as a window into the White House press corps and its evolving relationship to the presidency. Ten features of question design are examined as indicators of four basic dimensions of aggressiveness: (1) initiative, (2) directness, (3) assertiveness, and (4) adversarialness. The results reveal significant trends for all dimensions, all indicating a long‐term decline in deference to the president and the rise of a more vigorous and at times adversarial posture. While directness has increased gradually over time and is relatively insensitive to the immediate sociopolitical context, initiative, assertiveness, and adversarialness are more volatile and sensitive to local conditions. The volatile dimensions rose from the late 1960s through the early 1980s, declined from the mid‐1980s through the early 1990s, and rose again at century's end. Possible factors contributing to these trends, and their broader ramifications for the evolving relationship between the news media and the presidency, are also discussed.
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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 it