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
How to Practice Decoloniality in Museums: Practicing Decoloniality in Museums: A Guide with Global Examples , Csilla E. Ariese and Magdalena Wróblewska (Amsterdam: Amsterdam University Press, 2021) Listening to Art as the Voice of Our Time: The Online In-Conversation Series Indigenizing the (Art) Museum (Wapatah Centre for Indigenous Visual Knowledge/OCAD University, Toronto) National Museums in Africa: Some Reflections from the Continent: National Museums in Africa: Identity, History and Politics , Edited by Raymond Silverman, George Abungu, and Peter Probst (London: Routledge 2022) From Paddock to Peace Garden: Heritage Politics and the Development of the Japanese Memorial Site at Featherston Shadows, Strings & Other Things : The Enchanting Theater of Puppets
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) | 0.104 | 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