The Political Economy of Andrew Carnegie's Library Philanthropy, with a Reflection on its Relevance to the Philanthropic Work of Bill Gates
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
When it was announced in 1997, Bill Gates' library philanthropy programme attracted a tremendous amount of media attention. A central feature of that coverage was a renewed interest in Andrew Carnegie's library building programme. While identifying the historical similarities between Carnegie and Gates is an interesting exercise, failure to ground these comparisons in a critical policy analysis frame that attends to the political economy of largescale private philanthropy seriously limits, if not jeopardizes, the public library community's ability to respond to the broader cultural implications of Gates' library programme. Here, the radical philanthropic approach is used to frame a historical analysis of Andrew Carnegie's philanthropy as a response to the contemporary class warfare of the period, within which he was deeply implicated. Unpacking Carnegie's library philanthropy for its ideological importance in the struggle over the ownership and control of the means of industrial production provides a powerful analytic lens through which to view capital's updated hegemonic project, as reflected in Gates' philanthropy, which is designed to bring software and internet connectivity to America's public libraries.
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Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Other About the Canadian research system: no · About a Canadian topic: no | Not applicable | high |
| gpt | no category Domain: not available · Genre: Other About the Canadian research system: no · About a Canadian topic: no | Qualitative | low |
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 | 0.001 |
| Scholarly communication | 0.000 | 0.009 |
| Open science | 0.000 | 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