Bibliographic record
Abstract
Herbert Dorken was born in Montreal, Canada, on July 7, 1926, and died in Grass Valley, California, on February 18, 2012, at the age of 85. Dorken was a prolific writer, with nearly 100 publications to his credit. He was particularly adept at taking raw health care data that the government had assembled with no apparent interpretation and translating it so that its meaning and implications for health care practice were clear. He strongly believed that the health care system in America, and particularly its mental health system, was in need of extensive reform. At the invitation in the mid- 1980s of the National Academies of Practice, he designed a model health care system that was heralded by many health economists, but it went nowhere because it was not in keeping with either of the two most prominent prevailing political health biases. In his later years, and after his daughter almost died of Lyme disease, Dorken became an advocate of the then neglected victims of this condition, the effects of which may persist for years after initial infection.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.005 |
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".