Focus on the Transformation of Female Relationships - The Screen Portrayals from "Comet Woman" to "Miss Bird"
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 aims to study the changes in the relationships between female characters in films from the 20th century to the present, reflecting the portrayal of women in different social conditions and under the lenses of different directors. The author analyze the factors of society, culture, and industry, looking at the big picture through small details. In the article, the authors compare the two films "Miss Bower" and "The Comet Princess", by using horizontal and vertical comparisons as well as analysis of the language of the shots, and employ text analysis and comparative analysis methods to conduct the research. The authors found that in the two films, the relationships between women changed from hostile and mutually harming to mutual support. This is also a progress in social culture and a necessary trend of historical development. In most current films, the trend can also be observed. From these two simple films, we can discover the progress, diversity, and the non-simple struggle between women in the perception of relationships among women by society and culture. This is also a foundation for the development of feminism, and more people understand that when women unite, it is a greater strength.
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 | 0.011 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.007 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.006 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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