Bibliographic record
Abstract
THE NINETEENTH CENTURYis an important period in the history of psychiatry. According to the accepted narrative about the development of psychiatry as a field, in October of 1793, Philippe Pinel freed the patients at Bicêtre, the hospital for the insane in Paris. This act “heralded a new attitude to the insane,” as Pinel “abolished brutal repression” and “replaced it by a humanitarian medical approach” (Hunter 603). The French physician's approach to madness was officially brought to English soil when his text,A Treatise on Insanity, was translated into English in 1806 by D. D. Davis. His methods then began to appear in English practice and positively bloomed by mid century, particularly in the form of moral management, which advocated freeing patients of physical restraints and emphasizing their abilities to monitor their own behavior, while re-educating them about social mores and expectations (Showalter 27). The period from 1790 to 1850 has been called “the birth of psychiatry” (Donnelly viii).
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 | 0.005 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.007 | 0.022 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.009 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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".