ACUTE LYMPHOBLASTIC LEUKEMIA WITH PANCYTOPENIA AT PRESENTATION: CLINICAL CORRELATES, PROGNOSTIC IMPACT AND ASSOCIATION WITH SURVIVAL.
Bibliographic record
Abstract
Acute lymphoblastic leukemia (ALL) has a myriad of presentations. Although aplastic and pancytopenic presentation of ALL is known, available literature is relatively old and mostly in the form of case reports and small series on aplastic presentation of ALL. There is a stark paucity of larger studies assessing clinic-demographic correlates of pancytopenia in ALL and its influence on survival outcome, especially from developing nations. Therapeutic advances in childhood ALL have diluted the importance of traditional prognostic-factors in developed nations. These factors and other more easily available lab parameters might still be important in resource-limited nations since use of contemporary molecular and cytogenetic methods may not be feasible. Hence, this study was designed to assess the incidence, clinic-demographic correlates, outcome and impact of pancytopenia at presentation in a large tertiary care setting.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".