NAVIGATING NETWORKED TIME: VISUAL SELF-IDENTITY CONSTRUCTION AND MANAGEMENT AMONG YOUTH
Bibliographic record
Abstract
According to dominant theorizations of contemporary society, many people’s daily practices now occur within, and reproduce, a social world where media are the fundamental reference and resource for the development of the self (Couldry and Hepp 2017:15). Although previous research has revealed the mutual shaping of technologies, interaction, and identity in the broader contexts of economic and social change related to ‘millennials’, we know little about the precise ways in which these practices occur and how the self is being differently constructed over time. Using a multi-method qualitative approach, this work in progress paper explores three key questions: 1) What happens when visuality becomes a part of youth’s everyday practices of interaction? 2) What roles are images playing in routine interaction among youth? 3) How and in what ways does the maintenance of a visually ‘mediated presence’ in social media shape youths’ views of the self? This paper elaborates on findings within three categories that illustrate youth’s visual practices and how they are differently understood over time: (1) images of the self in the moment; (2) images of the self over time; and (3) images of the self under surveillance. The preliminary findings of this research suggest that although youth’s technological practices may not all be new, there are significant aspects of visuality that alters some of the key factors shaping young people’s use and understandings of new media technologies.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".