Librarian Authors Appear to Favour Open Access Journals, while Academic Authors Appear to Favour Non-Open Access 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
A Review of: Chang, Y.-W. (2017). Comparative study of characteristics of authors between open access and non-open access journals in library and information science. Library & Information Science Research, 39(1), 8-15. https://doi.org/10.1016/j.lisr.2017.01.002 Abstract Objective – To compare the characteristics of authors publishing in open access and non-open access library and information science (LIS) journals. Design – Comparative analysis of published journal articles. Setting – Academic journals. Subjects – Articles published in selected LIS journals between 2008-2013. Methods – Journals included in the Library Science and Information Science category in the 2012 edition of Journal Citation Reports and those listed in the Library and Information Science category of the Directory of Open Access Journals as of May 2013 were included in the analysis. Articles were examined and coded for author occupation, academic rank, and type of collaboration. Main Results – The author analyzed 1,807 articles from 20 open access journals and 1,665 articles from 13 non-open access journals. An unknown number of articles were excluded because they lacked required author information. Over half (53.9%) of the authors who published in the open access journals were practitioners. Over half (58.1%) of the authors who published in the non-open access journals were academics. Librarian-librarian collaboration was the most common type (38.6%) of collaboration found in the open access journals. Academic-academic collaboration was the most common type (34.1%) of collaboration found in the non-open access journals. Collaboration between librarians and academics was seen in 20.5% of open access articles and 13.2% of non-open access articles. Conclusion – In general, librarian-authored research was found more often in open access journals, while the “latest research topics and ideas” (p. 14) were found most often in non-open access journals.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.006 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.074 | 0.894 |
| Open science | 0.020 | 0.016 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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