38-Gauge Cannula-Based Endodrainage of Posteriorly Trapped Intraoperative Subretinal Fluid during Vitrectomy for Retinal Detachment
Bibliographic record
Abstract
The DRAIN STUDY evaluated a novel use of a 38-gauge Polytip® cannula for posteriorly trapped intraoperative subretinal fluid endo-drainage during pars plana vitrectomy in rhegmatogenous retinal detachment. Sixteen patients underwent this procedure, with an 81% single surgery success rate at 3 months postoperatively. Median visual acuity improved from 20/300 to 20/80. Two cases developed cystoid macular edema and epiretinal membrane. No postoperative residual subretinal fluid was observed. The 38-gauge cannula-based SRF drainage proved effective, offering an alternative to conventional methods for managing posteriorly trapped intraoperative subretinal fluid.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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) | 0.001 | 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".