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
The rise of what has been called ‘new television’ or ‘media regionalism’ in East Asia has occurred in a context in which the production of media networks ‒ both infrastructures (broadcast and relay stations, satellites, cable systems) and media devices or platforms ( tv sets, vcr , vcd , and mobile phones) ‒ outstrips the production of contents. The essay considers the question: what is coming into common through this emerging sense of media regionalism? Looking at the highly popular series Hana yori dango or ‘Boys over Flowers’, which has been formatted across media forms (such as manga, animated tv series, animated films, television dramas, and theatrical release cinema) and across nations (Japan, Taiwan, Korea, China, and the Philippines), this essay finds that the feeling of media regionalism is related to both the gap between infrastructures (of distribution and production) and the gap within media distribution (between mobility and privatization).
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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