Review: low-molecular-weight heparin prevented recurrent VTE more than oral anticoagulants in patients with cancerCommentary
Bibliographic record
Abstract
E A Akl Dr E A Akl, State University of New York at Buffalo, Buffalo, NY, USA; elieakl@buffalo.edu In patients with cancer and venous thromboembolism (VTE), is long-term treatment with low-molecular-weight heparin (LMWH) effective and safe compared with oral anticoagulants? Studies selected compared LMWH with oral anticoagulants (vitamin K antagonists or ximelagatran) for long-term treatment in patients with cancer and objectively diagnosed VTE. Outcomes were mortality, symptomatic recurrent VTE, major bleeding, and thrombocytopenia. Cochrane Central Register of Controlled Trials, Medline, EMBASE/Excerpta Medica, and ISI the Web of Science (to Jan 2007); conference proceedings; reference lists; and the “related articles” feature of PubMed were searched for randomised controlled trials (RCTs). …
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".