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
Owu: Chidi Joins the Okoroshi Secret Society. Directed by Sabine Jell‐Bahlsen; camera, Alhaji Yusufu Mohammed. 1994, 59 minutes, color video. Igbo dialogue, English subtitles. Distributed by National Black Programming Consortium, Suite A, 761 Oak Street, Columbus, Oh. 43205, USA. Tel.: 614/229–4399; Fax: 614–229–4398; or Institut für den Wissenschaftlichen Film, Nonnenstieg 72, D‐37075 Göttingen, Germany. Tel: +49‐(0)‐551–2020; Fax: +49‐(0)‐551–202–200. From Transportation to Shrine—The Story of a Car Divine Carcasse. Produced and directed by Dominique Loreau. Belgium/Benin. 1998, 59 minutes, VHS, color. In French, Fon and Yoruba with English subtitles. Distributed by California Newsreel, 149 Ninth Street, San Francisco, CA 94103. Tel.: (415) 621–6196. Video rental $95, video sale $195. Insight into a Gay African World Woubi Chéri. Produced and directed by Philip Brooks and Laurent Bocahut. France/Ivory Coast. 1998, 62 minutes, VHS, color. In French with English subtitles. Distributed by California Newsreel, 149 Ninth Street, San Francisco, CA 94103. Tel.: (415) 621–6196. Video rental $95, video sale $195.
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 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.105 | 0.012 |
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