A Quarter Century of Polish YA Literature through the Lens of AnthropologicalSensitivity
Why this work is in the frame
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Bibliographic record
Abstract
<ns3:p>The article offers a synthetic research reconnaissance of Polish young adult literature of the 21stcentury, analyzed through the lens of anthropological sensitivity. The authors argue that, despitedominant public debates framing contemporary YA prose as „mediocre”, its defi ning features arepolyphony and the capacity to address socio-cultural issues relevant to late millennials, and especiallyto Generations Z and Alpha. The focus is placed on such themes as mental health, violenceand personal boundaries, the crisis of democracy and social inequalities, gender and psychosexualidentity, multiculturalism, disability, neurodiversity, as well as new technologies and socialmedia. The analyzed examples demonstrate that Polish YA literature–understood as a laboratoryof adolescent experiences and dilemmas–often serves an interventionist function, initiates debateson individual rights, and at the same time refl ects social anxieties and stereotypes. The authorspoint to the limitations of this body of work, including narrative schematism, stigmatization of certaincharacter types, and the insuffi cient (or absent) representation of some socially signifi cant issues.They emphasize, however, that Polish YA prose of the past quarter century constitutes a diverse fi eldwith the potential to shape the social and ethical sensibilities of young readers.</ns3:p>
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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