Changing Images of the Democratic Party: an analysis of the aesthetic and philosophical underpinnings of Life's photo-essay "Happy days in Miami"
Why this work is in the frame
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Bibliographic record
Abstract
The purpose of this study was to examine the influence of New Journalism on the photo-essay "Happy Days in Miami" from the 21 July 1972 issue of Life Magazine. The stylistic elements of New Journalism such as scene-by-scene reconstruction, overt stylization, status details and others, are analyzed for their role in the construction of the visual and political narrative utilized in this photo-essay. Its influence on 1960s art photography as embodied by Larry Clark, Danny Lyon and the New Documents exhibition is also considered. This was analyzed through research of the various topics (New Journalism, the Presidential Convention in 1972, Life and 1960s art photography), critical readings of the photographs and original interviews with Ralph Graves, Life's managing editor in 1972 and contributing editor Richard Meryman.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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