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
Recent years have seen an increase in the number of Turkish soap operas broadcast outside of Turkey, particularly in the Arab world. Turkish television stars quickly became pop idols in the Middle East and the Balkans, creating great sympathy for the Turkish identity, culture, and values. Egypt, with its large population and great importance in the region, epitomizes the salient geography of audiences where Turkish soap operas have become a pervasive phenomenon, and is therefore the focus of this study, which explores two sets of questions: (1) How have Turkish soap operas influenced Egyptian people, mainly students, in terms of their understanding of Turkish culture and Turkey's role in the Middle East? What kinds of Turkish soap operas do they watch, and what actors do they favour? (2) Why do people watch Turkish soap operas? What do they do with them? How can Egyptian audiences' interpretations of Turkish soap operas be conceptualized, signified, and classified? How and to what degree does Egyptian soc...
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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