Transnational soap operas and viewing practices in the digital age: The Greek fandom of Turkish dramas
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 viewing of Turkish soap operas in Greece is a stigmatized activity not only for reasons intrinsically related to the nature of soap operas per se, but also for reasons related to the historical past and the traditionally troubled diplomatic relationship between the two countries. Based on the data gathered during an audience ethnography, the author analyzes the use of Information and Communication Technologies made by the fans of these transnational soap operas. Online fan communities function as havens for their members as, in these communities, the norms which are dominant within the Greek society are not rigidly adhered to, stigmatized viewing preferences are endorsed by like-minded individuals and prevalent ideologies can be challenged without fear of criticism in a sympathetic, nonprejudiced environment.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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