Reduced venous thrombosis and re‐exploration time with anastomotic coupling device: A cohort study
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVE: In the anastomotic coupling device literature, no comparative study has reported operative times, included consecutive patients, or used a matched comparison group. Our objective was to analyze patency and operative time in free flaps with venous anastomoses performed with ACD versus hand-sewn. METHODS: For consecutive free flaps, re-explorations and complications were reviewed in duplicate. Operative times for ACD versus hand-sewn were compared for: (1) matched unilateral DIEPs, and (2) re-explorations. RESULTS: Overall, 147 ACD and 144 hand-sewn flaps were included. Venous thrombosis was significantly lower with ACD (1/147[1%] vs.9/144[6%], P < 0.01). There was no difference in re-exploration for venous insufficiency, or overall re-exploration. Re-exploration time was significantly shorter with ACD (69mins vs.205mins, P = 0.009). CONCLUSIONS: ACD significantly decreases venous thrombosis compared to hand-sewn veins, and significantly shortens re-exploration time. Outcomes allow an estimate of cost utility for the ACD in decreasing venous thromboses and shortening re-exploration time. © 2015 Wiley Periodicals, Inc. Microsurgery 36:372-377, 2016.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it