Representations of Political Leadership Qualities in News Coverage of Australian and Canadian Government Leaders
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
ABSTRACT How do the media depict the leadership abilities of government leaders, and in what ways are these depictions gendered? Does the focus of leadership evaluations change over time, reflecting the increased presence of women in top leadership roles? To answer these questions, we examined news coverage of 22 subnational government leaders in Australia and Canada, countries in which a significant number of women have achieved the premiership at the state or provincial level since 2007. Analysis demonstrates that newly elected women and men leaders receive approximately the same number of leadership evaluations. Women are assessed based on the same criteria as men. All subnational political leaders are expected to be competent, intelligent, and levelheaded. That journalists prioritize experience and strength while downplaying honesty and compassion indicates a continued emphasis on “masculine” leadership norms in politics. Yet evaluations of new premiers have emphasized the traditionally “feminine” trait of collaboration as key to effective leadership and, over time, have given more attention to likability and emotions when covering male premiers. As our analysis reveals, media conceptualizations of political leadership competencies are slowly expanding in ways that make it easier for women to be seen as effective political leaders.
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 | 0.000 | 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