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
Abstract Studying the political economy of museums is an interdisciplinary endeavor that calls for the bridging of critical museum studies with communication and media studies. A first step toward tracing the power dynamics of museums, including their relations to governmentality, philanthrocapitalism, neoliberalism, and labor, is to understand the colonial nature of the museum and critiques of its universality. In addition, histories of patronage, philanthropy, and corporate sponsorship illuminate ways that museums contribute to and benefit from unregulated accumulations of capital. Since the 1970s, institutional shifts informed by neoliberalization have led to the gradual commercialization of museums, as seen in their mirroring of business practices, including branding and global franchising. In the 21st century, unionizing efforts in American museums also offer an opportunity to examine museums’ historical consideration of workers and to connect the study of cultural work to changing professional perceptions within museum studies.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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