Invisible Boy : the making of contemporary masculinities
Bibliographic record
Abstract
What does it mean to become a boy today? How does boyhood manifest itself in different contexts? How can we describe fathers and sons in contemporary society? And can we make the invisible boy visible in ways alternative to those of media? This publication is the outcome of an international, multidisciplinary exploration of how boys become boys and how boys form identities today. The project was global in its scope and included 24 artists and academics from Sweden, USA, Turkey, UK, Finland, New Zealand, Croatia, Nigeria, Switzerland, India, Canada and Italy have contributed to the Invisible Boy. The publication with its 20 chapters includes academic papers, video, drawings, digital images, photography and music. Combining a variety of intellectual expressions the chapters forms a joint example of multimodal explorations to further understandings of complex matters such as gendered identity making. The contributions are organised in four themes: Negotiating Identity, Bodily Existence, Boyhood Interrupted, and Gender and Contemporary Media.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.014 | 0.034 |
| Scholarly communication | 0.014 | 0.006 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.012 | 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".