Open access policies: a survey of IUPUI faculty attitudes
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
In the Fall semester of 2013 we conducted a campus-wide survey of IUPUI faculty attitudes toward changes in scholarly communications. Here we report preliminary results pertaining to open access repositories, policies and mandates. These results are compared to earlier versions of the same survey conducted in 2006 at the University of California and in 2010 at the University of Toronto. On the IUPUI campus most faculty respondents (55%) were unaware of the institutional repository, IUPUIScholarWorks. Likewise, the majority (72%) were unfamiliar with institutional open access policies such as those at Harvard, MIT, Duke and Kansas. When asked, however, if IUPUI should consider implementing a similar policy, 52% were unsure, 39% were supportive and only 9% disagreed. With increased outreach and information on the topic, we believe that IUPUI faculty would be willing to consider a campus-wide, opt-out open access policy.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.005 |
| Open science | 0.007 | 0.003 |
| 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