Bibliographic record
Abstract
Citation The PROTECT Investigators for the Canadian Critical Care Trials Group and the Australian and New Zealand Intensive Care Society Clinical Trials Group: Dalteparin versus Unfractionated Heparin in Critically Ill Patients. N Engl J Med 2011, 364:1305-1314. Background It is unclear whether there is a clinically significant advantage to prophylactic low-molecular-weight heparin (LMWH) versus unfractionated heparin (UFH) in mixed medical/surgical critically ill adult patients. Methods Objective: To compare once daily dalteparin with twice daily unfractionated heparin for primary prophylaxis of proximal deep venous thrombosis in critically ill adults. Design: A superiority randomized double-blinded controlled trial from 2006 to 2010 in both medical and surgical ICUs. (ClinicalTrials.gov registration number: NCT00182143) Setting: Multi-center, international medical and surgical intensive care units (ICUs) Subjects: Critically ill adults expected to remain in the ICU for at least 3 days. Intervention: Patients were randomized to either twice daily UFH or daily dalteparin for the duration of ICU admission. Outcomes: The primary endpoint was proximal leg deep venous thrombosis (DVT), at least three days after randomization, detected on twice weekly screening ultrasound. Secondary endpoints were: any DVT, pulmonary embolism (PE), venous thromboembolism (VTE), death, heparin-induced thrombocytopenia (HIT), major bleeding, and composite death/VTE. Results Three thousand seven hundred and forty-six subjects were included in the intention-to-treat analysis. Proximal leg DVT occurred in 96 of 1873 (5.1%) patients randomized to dalteparin versus 109 of 1873 (5.8%) patients randomized to UFH (hazard ratio in the dalteparin group, 0.92; 95% confidence interval [CI], 0.68 to 1.23; P = 0.57). The incidence of PE was 1.3% in the dalteparin group compared to 2.3% in the UFH group (hazard ratio, 0.51; 95% CI, 0.30 to 0.88; P = 0.01). There was no mortality difference and no difference in major bleeding between the two study arms. There was a statistically significant decrease in incidence of HIT in the dalteparin group in the per-protocol analysis, but not in the intention-to-treat analysis. Limitations Comparing the incidence of PE was a secondary endpoint and the study was not appropriately powered for this conclusion. Conclusions Among critically ill adult patients, dalteparin was not superior to UFH at preventing proximal lower extremity DVTs. There is a suggestion that dalteparin might be superior to UFH at preventing pulmonary embolism but a larger trial is necessary to confirm this result.
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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 | 0.006 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".