Medicalizing melancholia: Exploring profiles of psychiatric professionalization
Bibliographic record
Abstract
The nineteenth century was the site of radical changes in understanding mental illness. The professionalization of psychiatry consisted primarily of the discipline's aspiration to the status of an expert medical subspecialty. While all forms of insanity were eventually reframed in medical terms, melancholia--for moral and nosological reasons--assumed a special role that made it an ideal diagnosis for conceptual reframing. Our analysis of the journal literature of the nineteenth and early twentieth centuries in North America and Germany traces several ways in which melancholia was medicalized. As the care for the insane shifted into the professional realm of physicians and medical terminology came to replace prior descriptors of mental illness, melancholia was replaced by depression. In addition, the process of delineating affective pathology assumed a distinctly medical flavor. Finally, melancholia was firmly medicalized when its boundaries blurred with neurasthenia. Differences in how ordinary affective terms became medicalized in German and North American psychiatry illustrate the importance of local historical approaches.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".