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
Intravascular lymphoma (IVL) is a rare form of non-Hodgkin lymphoma characterized by proliferation of malignant lymphoid cells limited to the lumen of small vessels. Clinical manifestations are nonspecific and result from vascular obliteration and hypoxia. The disease affects primarily the skin and central nervous system, often associated with rapid systemic dissemination and aggressive clinical course if appropriate therapy is not initiated early. Involvement of the lungs, kidneys, adrenal glands, and prostate may occur. Primary pulmonary IVL is exceedingly rare. We describe a case of primary pulmonary IVL in an HIV-positive man presenting with nonspecific constitutional symptoms. High-resolution computed tomography demonstrated centrilobular nodules with ground-glass attenuation and peribronchial ground-glass opacities. The diagnosis was confirmed by thoracoscopic biopsy and histologic findings consisted of accumulation of malignant lymphocytes within alveolar capillaries, pulmonary veins, and peribronchial arterioles. Immunohistochemistry confirmed positivity for CD20, a marker for B lymphocytes. Combined systemic chemotherapy including rituximab was started and resulted in significant clinical and radiologic improvement with long-term disease-free survival.
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) | 0.000 | 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 it