How are academic libraries in Spanish-speaking Latin America responding to new models of scholarly communication and predatory publishing?
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
The topic of predatory publishing and ways to combat it is garnering considerable attention in many parts of the developed world, where academic librarians are emerging as leaders in this regard. However, less is known about how this phenomenon is playing out in developing regions, including Spanish-speaking Latin America. This study presents the results of a survey of 104 academic librarians in this region, along with follow-up interviews with seven respondents. The findings reveal that scholarly publishing literacy in general, and predatory publishing in particular, currently has low visibility in this part of the world, although there is growing recognition of and increasing concern about the issue. Although there is some debate about whether scholarly publishing literacy should be the sole responsibility of the library, many participants agree that the library has a role to play. Moreover, while most of the librarians who participated perceive that they have a solid knowledge of open access, they are less confident in their understanding of predatory practices and are seeking to increase their skills and knowledge in this regard to better support researchers at their institutions. To address this shortcoming, academic librarians in the region have expressed an interest in receiving training and in participating in international collaborations with other libraries that have already developed resources or programming in this area.
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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 | 0.018 | 0.082 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.044 | 0.110 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.035 | 0.245 |
| Open science | 0.002 | 0.001 |
| 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