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 explores how textual analysis can help us understand subjectivity as an empirical, rather than purely theoretical, phenomenon. The texts discussed here are advice columns in adolescent magazines; the analysis takes as its starting point girls’ accounts of magazine reading. Drawing on focus group discussions and interviews with 48 girls between the ages of 13 and 17 years, I explore how the accomplishment of ‘individuality’– as a culturally and historically-specific task of adolescence – is mediated by advice texts. Because my analysis directs us to the existence of embodied subjects, I employ the notion of ‘Subject-ivity’. As a concept, ‘Subject-ivity’ reminds the analyst of the presence of an embodied, rather than theoretically constructed Self, brought into existence as a practical mode of consciousness. It thus provides a potential bridge between the sociological world of social subjects and highly theoretical work on subjectivity.
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 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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