Bibliographic record
Abstract
My list of 66 medically related anniversaries for 2023 (events in years ending ’23 and’73) includes: ● foundation of the Chelsea Physic Garden (1673); ● foundation of The Lancet by Thomas Wakley (October 1823); ● Roe v Wade (1973); ● Twenty five births include: Hans Berger, German neurologist; Aimé Bonpland, French physician and botanist; Alexis Carrel, French surgeon and Nobel prize winner; Lloyd Conover, American pharmaceutical chemist; Félix d'Herelle, French-Canadian microbiologist; Théodore de Mayerne, Swiss physician; Carl Djerassi, American pharmaceutical chemist and novelist; Sigismund Elsholtz, German physician, botanist, and alchemist; Daniel Gajdusek, American virologist; Beatrix Hamburg, American psychiatrist; Richard Mead, English physician; Arthur Jensen, American educational psychologist; Otto Loewi, German pharmacologist; Georg Balthasar Metzger, German physician and scientist; William P Murphy Jr, American physician and inventor of medical devices; William Petty, English physician and political economist; Arnold S Relman, American physician and editor; Caspar Schamberger, German surgeon; Giovanni Antonio Scopoli, Italian physician and scientist; Ludwik Teichmann, Polish physician and anatomist; Alfred Russell Wallace, English naturalist; and Thomas Young, English scientist and polymath; ● Thirteen deaths include: Francis Anthony, English apothecary, physician, and alchemist; Matthew Baillie, Scottish physician and pathologist; John Caius, English physician; Regnier De Graaf, Dutch physician, physiologist, and anatomist; Walter Rudolf Hess, Swiss physiologist; Edward Jenner, English physician; Dickinson W Richards, American physician; Wilhelm Röntgen, German physicist; Antony van Leeuwenhoek, Dutch microscopist; Justus von Liebig, German chemist; and Selman Waksman, Ukrainian-American biochemist; ● Eleven biomedical texts published, written by Avicenna, Persian physician, astronomer, and philosopher; Gaspard Bauhin, Swiss botanist; William Budd, English physician; Aleixeu de Abreu, Portuguese physician and tropical pathologist; John Lelamour, English schoolmaster; Lucretius, Roman poet and philosopher; Marcello Malpighi, Italian physician; Girolamo Mercuriale, Italian physician; Raymond Pearl, American biologist; Costanzo Varolio, Italian anatomist and physician; Charles White, English physician; and Wilhelm Wundt, German physiologist; ● compilation of the Lelamour Herbal by John Lelamour, English schoolmaster (1373); ● anatomical, biochemical, haematological, microbiological, and physiological observations by Gasparus Aselli, Italian physician; Gerhard Henrik Armauer Hansen, Norwegian physician; William Prout, English chemist, physician, and theologian; Gaston Ramon, French biologist; Hilaire-Marin Rouelle, French chemist; and Antony van Leeuwenhoek, Dutch microscopist; ● Foundation of the pharmaceutical companies Novo Nordisk in Denmark (1923) and Sanofi in France (1973); ● Nobel prizes awarded to Banting and Macleod (1923) and to von Frisch, Lorenz, and Tinbergen (1973).
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 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 | 0.003 | 0.019 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.013 | 0.008 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.007 | 0.012 |
| Insufficient payload (model declined to judge) | 0.179 | 0.243 |
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".