New Library Services in the Framework of Digital Humanities Projects: Foreign Experience
Bibliographic record
Abstract
Integration of information and communication technology platforms is one of the incentives for the development of Digital Humanities (DH) projects abroad in their increasingly close interaction with academic, primarily University libraries. The purpose of the article is to analyze the deepening interaction of libraries with DH projects within the single digital paradigm, as well as to analyze new services for project management, data curation, organization of online publications, preservation and exchange of databases, etc. In the era of digital convergence, large scientific libraries abroad are actively developing new models of cooperation with DH projects, forming special service packages for continuous servicing of scientists on the basis of the integrated approach. The article discusses the new concept of library services for DH projects, draws attention to the problem of classification and ranking of library services in order to streamline the work and improve its efficiency, describes the existing multi-level service models developed in the library systems of the major US Universities. In the context of formation of the new package of library services within the framework of DH projects, the article considers the new practices and operational models on which they are based. The author describes the experience of University libraries in the Netherlands and Canada. Under the innovation pressure in the field of library technologies, the service package offered by scientific libraries in developed countries is constantly expanding and modernizing. It includes not only digitization of printed materials, computer assistance, but also management of databases, preservation and exchange of scientific data, organization of digital publications, consultations in the field of copyright protection, etc. Development of new practices in the field of digital services management changes the organizational paradigm of library work, puts forward new standards of professional activity, which require continuous training to meet, i.e. launches an institutional rebranding of the library.
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.
How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.011 | 0.034 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".