Books: <i>Family Medicine. The Medical Life History of Families</i>
Bibliographic record
Abstract
Family Medicine: The Medical Life History of Families FJA Huygen First published by Dekker and Van de Vegt, Nijmegen, the Netherlands, 1978. Republished by the Exeter Publications office of the Royal College of General Practitioners, 1990, with the permission of the publisher, 978-0850841473 My parents’ surgery was in an extension of our home. As children, we answered the phone, gave out prescriptions at the front door when the surgery was closed, and often helped with filing letters or doing other paperwork during school holidays. Growing up, we came to know the patients of the practice and saw how health and sickness weaved through generations. So, when I first read Family Medicine: The Medical Life History of Families by Frans Huygen, I almost recognised these patients, though from a different country and a very different culture. Describing his patients in a way that we probably could not do now, he shared their personal lives, the family dynamics, how illness repeated in mothers and daughters, …
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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 | 0.003 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".