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 study described the fetishism of the main character in Sam Mendes’ American Beauty by using psychoanalytical analysis. The analysis was focused on the fetishism conducted by the main character, Lester. The main data was taken from the work entitled American Beauty, while the supporting ones were derived from some related books, English journals, and other sources on the internet. Data were collected, categorized, and analyzed before they were presented in a discussion. The writer used descriptive-analytic techniques to analyze the collected data, and the analysis was focused on the factors that make Lester become a fetishist and the effects of his fetishism on his life and family. It was found that Lester’s id has the biggest role in causing his fetishism. Lester’s fetishism is controlled mostly by his needs to fulfill his physical and psychological needs. Lester wants to fulfill the sexual pleasure that he cannot get from his wife, Carolyn.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 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