Greek popular literature magazines for children and teenagers (1950 - 1967)
Bibliographic record
Abstract
Although many academic scholars in the fields of literature and history, especially from the 90s onwards, have shown an advanced interest for 19th century Greek popular novel, popular literature of the 20th century remains a little-researched academic field. More specifically, the flourishing era of the 50s and the 60s is still unexplored. During that period, popular press in Greece developed and was organized, mainly via magazines and booklets oriented to children and teenagers. So, in this case, the reflection about popular literature is combined with the problematic on children literature. But, popular and children’s fiction have a long and parallel presence in Modern Greek cultural history, which dates back before the 19th century. In this study, we make a spherical presentation of the Greek popular magazines for children and teenagers during the 50s and the 60s. Therefore, the intertextual analysis of the fictional characters is connected with the social, political and economic aspects of the magazines: the reactions of intellectuals, the ecclesiastical circles and the main political forces of that time; the dominant and versatile influence of American popular culture on the Greek press, music and cinema; above all, the readership’s identity and mindset.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".