Myeloid Leukemias and Lung Involvement
Bibliographic record
Abstract
Myeloid leukemias are clonal malignancies characterized by the presence of increased numbers of immature myeloid cells in the marrow and peripheral blood. Pulmonary involvement by myeloid leukemia is relatively uncommon and seen mainly in patients with severe disease. The most common form of pulmonary involvement consists of leukemic infiltration along the lymphatics in the peribronchovascular, septal, and pleural interstitial tissue. Less common manifestations include myeloid sarcoma, leukostasis, leukemic cell lysis pneumopathy, and hyperleukocytic reaction. The radiological manifestations of pulmonary leukemic cell infiltration and leukostasis consist mainly of bilateral thickening of the peribronchovascular interstitium and interlobular septa, a pattern that resembles that of interstitial pulmonary edema. The radiological manifestations of leukemic cell lysis pneumopathy and hyperleukocytic reaction consist of symmetric bilateral areas of consolidation. This manuscript reviews the histological and radiological intrathoracic manifestations of myelogenous leukemias.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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".