Spontaneous retroperitoneal hemorrhage due to acquired cystic kidney disease
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
A patient with end-stage renal disease on maintenance hemodialysis developed sudden severe abdominal pain and distension. He suffered a decline in his hematocrit and subsequent abdominal imaging revealed a large left-sided retroperitoneal hemorrhage in the setting of atrophic, severely cystic kidneys. He underwent selective left renal artery angiography and embolization due to continued hemorrhage with stabilization in his condition. However, he became paraparetic within hours of the embolization procedure due to spinal cord infarct. Acquired cystic kidney disease is a very common entity in patients with chronic kidney disease. Complications include cystic hemorrhage or infection, erythrocytosis, and renal cell carcinoma. Screening of patients for cystic disease and malignant transformation remains a controversial topic; however, most advocate abdominal imaging after 3 to 5 years on dialysis.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.004 | 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 it