The impact of open access publishing (and other access initiatives) on use and users of digital scholarly journals
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 Oxford University Press moved one of its most prestigious journals, Nucleic Acids Research (NAR) , to a full open access (OA), author‐pays publishing model in January 2005. A deep log analysis study was carried out in order to determine the impact of this move to OA on the use and users of the journal. Surprisingly the findings showed that although there was a 143% increase in use from early 2003 to January 2005, it was search engines and robots that accounted for a high proportion of the increased use. Robots were responsible for half of sessions in the second quarter of 2005, compared to 1% in the second quarter of 2003.
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 | 0.066 | 0.376 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.025 | 0.073 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.611 | 0.269 |
| Open science | 0.011 | 0.007 |
| 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