Regime Change in Romania: A Quarter-Century Impact on Libraries
Bibliographic record
Abstract
This paper takes a fresh look at the transformative events that marked the development of the library scene at the twenty-fifth anniversary of regime change in Romania. It examines their significance for the country’s postcommunist trajectories by linking the past, present, and future of library development. Libraries of all types have been affected in either a positive or negative way during the past twenty-five years. Currently, there is no strategy at the national level to coordinate library development or to establish priorities and directions for growth. Due to significant financial aid from the Bill & Melinda Gates Foundation, the public library sector has made significant progress, especially in the diversification of computer-based services offered to the communities they serve. Higher education has witnessed the advent of private universities, although oftentimes not endowed with adequate libraries. The public and academic library network has embraced the new information and communications technology. School libraries, although high in numbers, have remained anchored in the past, with a few exceptions. Many special libraries have disappeared, along with their parent institutions. Despite its moving into a modern edifice, the National Library of Romania is yet to identify its role, goals, mission, and vision for the information society. Two major library associations have elevated librarianship to a professional status, but they act independently of each other and their programs never intersect. Library legislation and other laws provide the legal framework for libraries, the publishing industry, and the information and communications field. Despite the progress reported by libraries, usage continues to remain very low. The public’s perception of libraries’ role in society has not yet crystallized. Insufficient funding prevents Romanian libraries from performing at the same parameters as their counterparts in economically developed countries.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.006 | 0.006 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".