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
This article begins with a photograph of the Children’s Memorial Hospital in Montreal depicting the induction of a pneumothorax, a treatment for tuberculosis (TB) used from the 1920s to the 1940s. The authors place the photograph in historical context and review the contents of the room it shows, including a patient’s chest X ray. Building on Martha Langford’s Suspended Conversations, the authors examine the use of such photographic and X ray images in depictions of TB care in the mid-20th century. The authors parallel the spaces shown explicitly (the treatment facility) with those shown implicitly (the chest cavity) and then juxtapose these historical images with those of medical thoracoscopy, a current technique for visualizing chest disease that likewise begins with pneumothorax. Finally, the authors consider the changing audience for these images by highlighting the evolving role of the patient as actor and consumer rather than as passive recipient of health care expertise.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it