From paper to electronic, the evolution of pathfinders: a review of the literature
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
Purpose The purpose of this paper is to provide a review of the literature on pathfinders, from the 1970s to the present. Design/methodology/approach The paper reviews a range of publications which describe the methodology of pathfinders, provide practical advice and information, present research results, to aid librarians and library administrators in how to best manage the production and marketing of pathfinders. Findings It was found that not much has been written on pathfinders. A few articles on traditional pathfinders were published between 1972 and 1995. In 1996, the electronic format took over. Most of the articles are of a practical nature although some describe empirical research. One void in the literature that has been found is librarians' lack of knowledge of users' needs and preferences. This results in much time and effort being dedicated to the production of pathfinders but without any consideration of users, thus discouraging them from using the available resources. Practical implications This paper will be a useful source of information for librarians. It provides an overview of guidelines and best practices currently reported in the literature as well as the latest technical and educational trends. Originality/value Such an extensive review of the literature on pathfinders has not been done before. It provides practical information for librarians wanting to embark on the production of pathfinders. It also identifies possible areas of future study.
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) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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