Realizing Major William Borden's Dream: Military Medicine, Walter Reed Army Medical Center, and Its Wounded Warriors, 1909-2009: An Essay Review
Bibliographic record
Abstract
This essay review examines three books dealing with the founding and subsequent activities of Walter Reed Army Medical Center (WRAMC) and the evolution of military medicine from 1909 to 2009 recently published by the US Army's Borden Institute. Established by fellow army doctor William Borden to honor Walter Reed himself, WRAMC, located in Washington, DC, soon became the public and professional face of medical care for American soldiers. The discussion highlights the ongoing issue of the care and treatment of combat amputees; aspects of gender within military medicine; and WRAMC's function as an educational and research facility. Also discussed are the archival and documentary bases for these books and their utility for historians. Complimentary analysis of two of the books which are, in particular, explicitly about the history of WRAMC is contextualized within the celebration of the centennial of this army post contemporaneously with its closure, amalgamation, and relocation primarily to Maryland.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.006 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".