Bibliographic record
Abstract
[Introduction]: "The emphasis on the generational identity of American millennials and their portrayal in the current cultural landscape of the twenty-first century furthers the idea that millennials are exhibiting escapist tendencies by engaging themselves as a majority (fifty-five percent) of young adult readership (“New Study”). Born within 1981 and 1996, millennials (also known as Generation Y) are defined, as those that are—for reasons such as student debt, cost of living, and the financial crisis—delaying typical milestones of adulthood like obtaining a degree, securing a career, purchasing a house, and starting a family. This examination of the social and cultural factors that have affected twenty-first century American society exposes how authors have navigated a world increasingly defined by evolving identity, displacement, discrimination, and a generational lack of agency for the age-diverse young adult market. These themes—including Black Lives Matter, socio-economic hardships, and totalitarian power—have been written with younger audiences in mind, as authors attempt to mimic societal pitfalls within literature in an approachable narrative. The regression of adulthood and millennial priorities have evolved the young adult genre over the last twenty years (since the first millennials became adults), and as a result, they have generationally transitioned into a redefined version of adulthood that requires an escapist outlet."
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.
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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".