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
Foreword. Acknowledgments. Series Editor's Introduction Allan Luke Introduction: Youth, Mobility, and Identity Nadine Dolby and Fazal Rizvi Section 1: New Times, New Identities 1. The Corporate Curriculum and the Young Cyberflaneur as Citizen Jane Kenway and Elizabeth Bullen 2. Shoot the Elephant: Antagonistic Identities, Neo-Marxist Nostalgia, and the Remorselessly Vanishing Past Cameron McCarthy and Jennifer Logue 3. New Textual Worlds: Young People and Computer Games Catherine Beavis Section 2: Diasporic Youth: Rethinking Borders and Boundaries in the New Modernity 4. Consuming Difference: Stylish Hybridity, Diasporic Identity, and the Politics of Culture Michael Giardina 5. Diasporan Moves: African Canadian Youth and Identity Formation Jennifer Kelly 6. Popular Culture and Recognition: Narratives of Youth and Latinidad Angharad Valdivia 7. Mobile Students in Liquid Modernity: Negotiating the Politics of Transnational Identities Parlo Singh and Catherine Doherty Section 3: Youth and the Context: Transforming Us Where We Live 8. The Children of Liberalization: Youth Agency and Globalization in India Ritty Lukose 9. Youth Cultures of Consumption in Johannesburg Sarah Nuttall 10. Identities for Neoliberal Times: Constructing Enterprising Selves in an American Suburb Peter Demerath and Jill Lynch 11. Disciplining Generation M: The Paradox of Creating a Local National Identity in an Era of Global Flows Aaron Koh 12. Marginalization, Identity Formation, and Empowerment: Youth's Struggles for Self and Social Justice David Quijada
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it