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
Fetish Modernity (Museum of Ethnography, Stockholm) Remaking an Ethnographic Museum in Cologne (The New Rautenstrauch-Joest Museum—Cultures of the World) The George W. Bush Presidential Center (Dallas, Texas) Moving on Asia: Towards a New Art Network 2004–2013 (Gallery LOOP, Seoul, and City Gallery Wellington) L'Art Nouveau: La Révolution Décorative and Tamara de Lempicka (La Reine de l'Art Déco, Pinacothèque de Paris) Staatliches Museum Ägyptischer Kunst, Glyptothek, and Alte Pinakothek, Munich Tangible Splendor: The Chi Chang Yuan Collection of Lacquer with Mother-of-Pearl Inlay (National Museum of History, Taipei) First Peoples (Bunjilaka Aboriginal Cultural Centre, Melbourne Museum Linda Young) The National Museum of Archaeology, Anthropology and History, and the National Museum of Peruvian Culture, Lima David Bowie Is (Victoria and Albert Museum, London, Art Gallery of Ontario, Toronto, and Martin-Gropius-Bau, Berlin)
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 | 0.000 | 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) | 0.015 | 0.002 |
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