Why intellectual freedom? Or; Your values are historically contingent
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 Intellectual freedom is a cornerstone value of library and information studies (LIS) in the twenty-first century. However, LIS institutions have not always held intellectual freedom with the significance it has today. Historic analysis situates the development of intellectual freedom in the context of the European Enlightenment. This systematized review analyzes the use of the phrase “intellectual freedom” in primary sources from the mid-eighteenth century until the American Library Association (ALA) published the Library’s Bill of Rights in 1939 in order to examine the historic origins and development of intellectual freedom as a shared cultural value prior to 1939. I consider the development of intellectual freedom from two perspectives: as a shared value that developed in Britain and the United States during the eighteenth, nineteenth, and early twentieth centuries and as a meaningful phrase found in primary sources regarding religion, politics, and education. By contextualizing the origins of intellectual freedom with Enlightenment values and discourse, it is hoped this study will illustrate the fundamental nature of intellectual freedom as a value within LIS philosophy and contribute to the conversation about intellectual freedom as a continually negotiated concept that must be held in balance with social responsibility.
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.024 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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