ICT Facilities and Literacy in Rural Non-Government Secondary School Libraries of Bangladesh
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 study explored the ICT facilities and services at rural Non-Government Secondary (NGS) school libraries in Bangladesh. It identified the ICT literacy of NGS school library professionals known as assistant librarians. An exploratory method was used to ensure the best possible outcomes. Based on the interview and literature review in the qualitative phase, a questionnaire was developed for the quantitative phase and collected 86 responses using an online survey. Findings showed, most of the rural NGS school libraries do not have the ICT facilities and of those that do, they are insufficient in number to provide efficient services to library users. There was a lack of ICT skills among assistant librarians and most agreed that ICT literacy would increase the efficiency of their work and regarded it as an essential tool for school libraries. The study provides an analysis of the prevailing situation that helps in planning for policy makers and further in-depth research.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.007 |
| Open science | 0.001 | 0.003 |
| 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