Bibliographic record
Abstract
This paper explores the historical and technological evolution of the stethoscope, emphasizing its role as a communication device in the medical field. The research begins by examining the cultural significance of sound and listening, drawing on literary and historical context provided by sound, culture, and medical historians. The concept of audile technique is discussed, highlighting the skill required to interpret heart sounds and other bodily noises. This paper also addresses the social and professional implications of the stethoscope, noting its contribution to the credo and status of physicians as masters of scientific endeavours who now possessed enhanced diagnostic accuracy of abdominal pathologies. The stethoscope’s ability to make the body audible has extended its use beyond medicine into art, cinema, and media, illustrating its broader cultural impact. Furthermore, this historiography considers the stethoscope’s role in expanding the medical gaze, as theorized by Michel Foucault, and its implications in patient objectification. The transition from analog to digital stethoscopes is also discussed, underlining the ongoing evolution of medical listening technologies and their impact on the doctor-patient relationship.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.095 | 0.057 |
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".