A rhetorical tale : neurochemistry and the efficacies of antidepressants in Canada
Bibliographic record
Abstract
Recent work in anthropology has speculated on how developments in molecular biology and medicine might bring about new bodies, selves, and forms of sociality. This thesis explores how herbal and pharmaceutical antidepressants differently affect experiences of one's neurochemistry. It does so in two ways. First, it outlines the historical 'social life' of pharmaceutical antidepressants, including their co-production with depression, and the neurochemical body in a particular style of reasoning in biological psychiatry. Second, it presents and analyzes claims made for the efficacy of antidepressants made in vernacular North American books, advertisements, and pamphlets. Although the claims for both herbal and pharmaceutical antidepressants allude to the same realms of value---those of science, nature/history, and personal experience---their different social lives enable different access to the neurochemical body.
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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 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.016 | 0.009 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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".