A Fistula Where? Left Anterior Descending to Pulmonary Artery Fistula
Bibliographic record
Abstract
Fistulas are abnormal passageways between two organs or vessels that usually do not connect. Coronary artery fistulas occur when one of the coronary arteries is connected to either a heart chamber or another blood vessel. This case presents a coronary artery fistula which may or may not be impacting the patient's heart function. A 69-year-old male with multiple comorbidities presents with a chief complaint of shortness of breath. Catheterization reveals an anomalous left anterior descending to pulmonary artery fistula without a step up in oxygen saturation at the level of the pulmonary artery. Surgical management was deferred as this fistula was not deemed to contribute to the patient's declining cardiac function. Operative management versus embolization would be a feasible alternative for patients who are symptomatic secondary to the coronary artery fistula and remains to be controversial in patients who are asymptomatic. Given the possibility of these fistulae eventually causing symptoms it would be practical to close them early on before symptoms arise or before size of the fistulae becomes an issue. Further research should be conducted to understand the management strategies for patients who present with coronary artery fistulas.
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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 | 0.003 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".