Early myocardial dysfunction following subarachnoid haemorrhage
Why this work is in the frame
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Bibliographic record
Abstract
Like systolic dysfunction (SD), diastolic dysfunction (DD) has recently been proposed as a contributing factor in haemodynamic instability and in the genesis of pulmonary oedema, but its occurrence in subarachnoid haemorrhage (SAH) patients has not been described. Following aneurysmal SAH, three patients arrived at our institution with haemodynamic instability requiring vasoactive drugs and with pulmonary oedema. Transoesophageal echocardiographic study during aneurysm surgery documented mild to severe left ventricular SD and DD. Right ventricular SD and DD were also present. Documented biventricular systolic and diastolic myocardial dysfunctions may contribute to haemodynamic instability and pulmonary oedema following SAH due to intracranial aneurysmal rupture.
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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 | 0.002 |
| 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 | 0.001 |
| 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