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
The concept of identity is one of the most important ideas the social sciences have investigated in recent years, yet no introductory textbooks are available to those who want to gain a sense of this burgeoning field. The first of its kind, this text provides an introduction to the scientific study of identity formation, with a focus on youth development. The analyses of the problems and prospects faced by contemporary young people in forming identities are placed in the context of societies that themselves are in transition, further complicating identity formation and the interrelated processes of self development and moral-ethical reasoning. In order to sort through what is now a vast literature on the various aspects of human identity, this book introduces the Simplified Identity Formation Theory. This theory cuts through much of the academic jargon that limits the accessibility of this promising field, and builds an understanding of human identity from first principles. This book is optimized for students and instructors, featuring several useful pedagogical tools and a robust series of online resources: Primer format: the text synthesizes the vast and disparate literature that has characterized the field of Identity Studies, with a focus on identity formation during the transition to adulthood; theory and research is discussed in plain, non-technical language, using the author’s new Simplified Identity Formation Theory. In-text pedagogy: to enhance student engagement, box insert and in-text examples from current events, popular culture, and social media are incorporated throughout the text; key terms are in bold in each chapter and combined in a glossary at the end of the text. Online resources for instructors: A robust set of resources that, when combined with the text, provides a complete blueprint for designing an identity course; resources include PowerPoint Presentations, test bank, sample syllabi, and instructor manuals for both face-to-face and online courses that include weekly written assignment questions and discussion-forum questions along with essay topic ideas and grading rubrics. Online resources for students: a student manual, flashcards, practice quizzes, and exercises with video links.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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