Lipid and lipoprotein abnormalities in acute lymphoblastic leukemia survivors
Bibliographic record
Abstract
Acute lymphoblastic leukemia (ALL) accounts for 25% of all childhood malignancies and represents the most common form of leukemia in children. Cure rates for ALL now exceed 85%, allowing a growing number of childhood survivors to live into adulthood (1). However, survivors face severe, even life-threatening, long-term sequelae decades after the end of treatments (2, 3). Of interest, ALL survivors are at increased risk of developing cardiovascular conditions, including congestive heart failure, coronary artery disease, myocardial infarction, cardiac arrest, and cerebrovascular accidents (4-6). Studies on pediatric ALL survivors have reported a high prevalence of the typical components of the metabolic syndrome (MetS), such as obesity (7), hypertension (8), glucose tolerance (9), or dyslipidemia (10), and clustering of the three surrogates of MetS was also described (11). While chemo-and radiotherapy have often been associated with the development of these disorders in childhood cancer survivors (12-15), the precise etiology and the mechanisms of these late complications are not fully understood.
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 | 0.002 | 0.001 |
| 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 | 0.001 | 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".