Databases for assessing the outcomes of the treatment of patients with congenital and paediatric cardiac disease – the perspective of cardiac surgery
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 Congenital Cardiac Anesthesia Society was formed in 2005 by representatives from many of the busiest congenital cardiac surgical programs in North America and is now in the process of partnering with The Society of Thoracic Surgeons to create a joint congenital cardiac surgery and congenital cardiac anaesthesia database. Even the busiest of congenital cardiac programs have a low frequency of anaesthesia-related cardiac complications and deaths. One of the only mechanisms for accurately determining the incidence and outcomes of low frequency events is to aggregate large amounts of data from multiple sources. To that end, the Congenital Cardiac Anesthesia Society has joined with the Society of Thoracic Surgeons Congenital Database Task Force to incorporate anaesthesia-specific data points into their surgical registry, which is now the largest single reporting site for children and adults undergoing surgical repair of congenital cardiac malformations in North America. The Joint Congenital Cardiac Anesthesia Society--Society of Thoracic Surgeons Database will therefore become an optional module of The Society of Thoracic Surgeons Congenital Heart Surgery Database. Initial data fields have been selected and are presented in this article. Efforts are ongoing to make this initiative a global project. Initial collaborative discussions have taken place about the possibility of linking this initiative with the European Association of Cardiothoracic Anesthesiologists. It is certainly possible and desirable that the planned anaesthesia module of The Society of Thoracic Surgeons Congenital Heart Database has an identical module in the congenital heart database of The European Association for Cardio-Thoracic Surgery and The European Congenital Heart Surgeons Association. This project should also ideally spread beyond North America and Europe. Efforts to involve Africa, Asia, Australia, and South America are necessary and already underway. The creation of a joint cardiac surgery and anaesthesia database is another step towards the ultimate goal of creating a database for congenital heart disease that spans both geographical and subspecialty boundaries.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.004 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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