Now how do we get them home? Outpatient care of pediatric patients on mechanical circulatory support
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
The last five yr have been monumental for the pediatric heart failure community. In the US, the most notable has been the FDA approval of the first pediatric specific device (Berlin Heart EXCOR(®) ; Berlin Heart, Inc., Berlin, Germany). Subsequently, the field of heart failure has gained a great deal of knowledge regarding the nuances of MCS in children. Despite FDA approval in the US, the Berlin EXCOR(®) is only currently indicated for in-hospital use. Due to the limitations with discharge and the positive in- hospital experiences with the Berlin EXCOR(®) , there has been an increased interest in the implantation of adult durable devices into children. While many institutions have focused their intial efforts on the first phase of care within the hospital, they are now ready to tackle the challenge of how to safely transition children to the community setting.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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