“Smelly Knowledge”: An Information Audit of the Sunnydale High Library in Buffy the Vampire Slayer
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
Rebecka Sheffield is a doctoral student at the Faculty of Information at the University of Toronto. She completed her MISt. in Archives and Records Management from the University of Toronto and holds an undergraduate degree in Women’s and Gender Studies from the University of Saskatchewan. She has also completed a post-graduate certificate in Book and Magazine Publishing from the Centennial College Centre for Creative Communication. Rebecka has worked as a researcher for Hackers Language Institute in Seoul, South Korea, and as a communications coordinator for Access Copyright. She currently serves as a member of the Community Engagement Committee at the Canadian Lesbian and Gay Archives (CLGA). Rebecka's research focuses on how archivists who administer queer archives balance access to information and privacy.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 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