Musculoskeletal case 27. Presentation
Bibliographic record
Abstract
A 56-year-old man was admitted with a 3-month history of a painful lump on his left hand that had slowly increased in size. He also had a history of malaise and generalized abdominal pain. Clinical examination showed an expansile lesion on the dorsum of the left hand. An anteroposterior radiograph was obtained (Fig. 1). Computed tomography of the left hand (Fig. 2) and isotope bone scanning (Fig. 3) of both hands were requested for further evaluation. A whole-body isotope bone scan showed that the lesion was solitary. On further questioning, the patient described neck swelling, and examination revealed a left-sided neck mass. Biochemical tests indicated hypercalcemia with a markedly elevated serum parathyroid hormone level. Radioisotope scanning of the neck (Fig. 4) was done. FIG. 1. FIG. 2. FIG. 3. FIG. 4.
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.
How this classification was reachedexpand
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 | 0.001 | 0.002 |
| 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".