IMPLEMENTING AND OPTIMISING AN ELECTRONIC LIBRARY OF HEALTH CARE IN BELGIUM: RESULTS OF A PILOT STUDY
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
Health care practitioners are expected to incorporate results from the best available, scientific information into their daily clinical decision-making process. Useful formats of evidence for practitioners include selected reviews, abstracts in which research results are discussed, "quick answer", evidence-based website including for example diagnostic and therapeutic algorithms, drugs prescription and non-drug therapy. An increasing amount of practitioners has access to the World Wide Web, either at home or at the office. However, easy and cheap access to objective and high quality research results is limited. Many practitioners lack the skills to efficiently navigate complicated medical databases. In 2003 an 'Electronic Library of Health Care' was introduced in Belgium. The main goal of the electronic library is to provide a gateway to scientific evidence to Belgian health care practitioners from different disciplines. This paper presents the results of a pilot project to implement the library in the field. It also describes recent developments and adjustments that increased the efficacy of this gateway to evidence.
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 | 0.014 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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