The Norwegian Barents Pride Festival: Reflections on bravery for LBGTQI+ activists from Russia
Bibliographic record
Abstract
This article is based on two in-depth interviews with NGO representatives working with the Barents Pride festival, close to the Norwegian-Russian border. Organizations and activists from both sides of the border take a stand for equality and celebrate diversity and love. In the article, the concept of bravery is analyzed. Tatiana, a bisexual cisgender female Russian NGO worker and activist, is part of an organization fighting for LBGTQI+ rights in Russia. Steinar is a Norwegian representative for an international human rights organization. Faced with dominant Russian narratives that define homosexuality in negative terms, Tatiana and Steinar provide stories of bravery, creating a contextualized understanding of the need to stand together as fellow human beings in politically challenging times. Contextual narrative analyses of case studies play a valuable role in research by focusing on the term of bravery for minoritized groups fighting against systematic violence and oppression by political authorities.
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.
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 | 0.000 |
| Science and technology studies | 0.005 | 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) | 0.000 | 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".