“Extremely Depressed with a Hopeless Outlook”: The Experiences of Psychologically Traumatized Nursing Sisters During and After the First World War
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
During the First World War, 2,845 women served as nursing sisters with the Canadian Army Medical Corps. Although the majority of those who enlisted had pre-war training, these experiences did not prepare them for the severity of the injuries they treated, the relentless pace of the work, and the pressures of working within a warzone. How did these women cope with the traumas they witnessed during their service when they returned home? Of the 842 nursing sisters who applied for a pension, 143 (16.7%) reported ongoing mental and nervous illnesses. The postwar experiences of these women reveal some of the traumas and challenges that military nurses faced overseas and when they returned home.
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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 | 0.000 | 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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it