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
Against the predominating "youth model" that has served both as critical and pedagogical shorthand for the British Romantic period, this essay argues that T. R. Malthus's Essay on the Principle of Population (1798)—a controversial polemic that described the inevitable tendency of human populations to reproduce beyond food supply—articulates in terrifyingly empirical terms an as-yet overlooked Romantic fear of youth, or ephebiphobia. Far from an isolated idiosyncracy, however, Malthus articulates anxieties evident in a surprising cadre of Romantic writers, Mary Shelley, perhaps most notably, among them. In a close, historically sensitive reading, this essay demonstrates how Shelley's The Last Man (1826) engages older age to critique and ameliorate the surprisingly conservative politics at the heart of the Romantic youth model—a critique that transcends the historical bounds of the period to inform critical evaluations of our own contemporary anti-aging paradigm.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.006 |
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