Stumpless chronic total occlusion with no retrograde option
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
When dealing with flush ostial chronic total occlusion (CTO) and no viable retrograde option, the only way to perform recanalization is through an antegrade approach. Such a procedure can be extremely difficult considering the ambiguity of the proximal cap. We demonstrate how we solved ambiguity of the proximal cap of an ostial obtuse marginal CTO with the help of cardiac multidetector computed tomography (MDCT). We also discuss several techniques including bilateral radial approach with home-made sheathless large-bore catheters, IVUS-guided cap puncture, ping-pong guide catheters engagement in the left main, and bioresorbable vascular scaffold (BVS) for an ostial left circumflex disease that we all used in our CTO case.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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) | 0.000 | 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