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 chapter addresses ethical aspects of digital life by analyzing the idea of niche community from two approaches: through the lens of the inoperable community as theorized by Jean-Luc Nancy (1991, 2000) and through artistic interventionist practices that dig deeply into normative assumptions of neoliberalism, which have been carried online. It considers the nature of digital citizenship by examining creative activities facilitated by DIY (Do-It-Yourself) culture and tactical media intervention. These activities disrupt standard social conventions, and as forms of pedagogy, educators might engage with students about constructive social change within the global potential of digital communication. While stronger connections between formal learning environments and social networking activities are appropriate, the author critiques some of the underlying economic influences on the user/member so that the educational, psychological, and behavioral nature of niche online communities can be considered in light of disruptive artistic activities and subjectivity supported by Nancy’s philosophy.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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