Uploading selves: Inuit digital storytelling on YouTube
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
This article explores the contemporary use of open-access video-sharing sites by Inuit youth and young adults. Based on 12 months of cyber-fieldwork and focused specifically on YouTube, it explores how Inuit young people across the Canadian Arctic are using online spaces to post short excerpts from their lives and connect with others. The paper situates these digital autobiographies in the recent trajectory of Inuit storytelling, showing that Internet technology allows individual narrators the freedom to bypass established rules and institutions of cultural representation. Self-produced videos posted online are more multivalent, dialogical, and provocative expressions of Inuit selfhood than those texts that may have circulated in the past. While the Internet has been celebrated for its global reach, many of the social relationships and dialogues seemingly fostered by this technology are intimate and localised. Inuit youth and young adults use video-sharing technology to creatively mediate pasts, presents, and futures in the creation of new social worlds.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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