Low Molecular Weight Heparin‐Induced Thrombocytopenia: A Case Series Study of Newly Admitted Hemodialysis Patients
Bibliographic record
Abstract
Low molecular weight heparin (LMWH), a common anticoagulant in hemodialysis, can cause the dangerous condition of heparin-induced thrombocytopenia (HIT) in rare cases. The present study reviews five cases of HIT diagnosed in our center, which treats more than 400 maintenance hemodialysis patients annually over a 30-year period. All five cases occurred in incident patients who were being exposed to LMWH for the first time. Treatment involved stopping LMWH and using alternative anticoagulants. Both the 4Ts score and antibody tests were used to confirm the diagnosis of HIT. Following diagnosis, close monitoring was performed for 10-15 days in typical cases or 30 days in severe cases until blood platelet levels recovered to near normal values. Our results suggest that while uncommon, HIT associated with use of LMWH can occur in hemodialysis patients, especially when patients are being exposed to this anticoagulant for the first time.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 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".