Prevalence of hepatic dysfunction in paediatric patients with Fontan circulation
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
AMA El-Sisi A, Taha A, Sheba M, et al. Prevalence of hepatic dysfunction in paediatric patients with Fontan circulation. Pediatria Polska - Polish Journal of Paediatrics. 2024. doi:10.5114/polp.2024.139889. APA El-Sisi, A., Taha, A., Sheba, M., Hanna, B., Alem, S., & Mostafa, F. et al. (2024). Prevalence of hepatic dysfunction in paediatric patients with Fontan circulation. Pediatria Polska - Polish Journal of Paediatrics. https://doi.org/10.5114/polp.2024.139889 Chicago El-Sisi, Amal Mahmoud, Asmaa Hassan Taha, Maha Fathy Sheba, Baher Matta Hanna, Shereen Abdel Alem, Fatma Al Zahraa Mostafa, and Nesrine Sobhy El Feel et al. 2024. "Prevalence of hepatic dysfunction in paediatric patients with Fontan circulation". Pediatria Polska - Polish Journal of Paediatrics. doi:10.5114/polp.2024.139889. Harvard El-Sisi, A., Taha, A., Sheba, M., Hanna, B., Alem, S., Mostafa, F., El Feel, N., and El-Karaksy, H. (2024). Prevalence of hepatic dysfunction in paediatric patients with Fontan circulation. Pediatria Polska - Polish Journal of Paediatrics. https://doi.org/10.5114/polp.2024.139889 MLA El-Sisi, Amal Mahmoud et al. "Prevalence of hepatic dysfunction in paediatric patients with Fontan circulation." Pediatria Polska - Polish Journal of Paediatrics, 2024. doi:10.5114/polp.2024.139889. Vancouver El-Sisi A, Taha A, Sheba M, Hanna B, Alem S, Mostafa F et al. Prevalence of hepatic dysfunction in paediatric patients with Fontan circulation. Pediatria Polska - Polish Journal of Paediatrics. 2024. doi:10.5114/polp.2024.139889.
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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 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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