Nepalese Doctors ’ Association UK Established 1985 NDA Journal/Souvenir
Bibliographic record
Abstract
Many Nepalese doctors have been coming to the United Kingdom for their postgraduate studies for many years. Some of them have settled in various parts of Britain and made this their home from home. In 1984 they held a series of meeting at various venues with the aim of bringing these doctors and families together, and Nepalese Doctors ’ Association NDA (UK) was established in 1985. The first Annual General Meeting was held in 1986 at Durham University under the chairmanship of Dr. Prem B Hamal. The association has since then grown and the tradition of an annual meeting every summer has continued. This annual event is not only a chance to share medical knowledge in the scientific session and discuss the progress of the organisation, but is also a great social event to catch up with old friends and meet new ones. The association is a non-political, non-racial and non-profit making voluntary organisation open to all Nepalese doctors presently residing in UK.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.127 | 0.048 |
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".