Safety and efficacy of vedolizumab in pediatric inflammatory bowel disease with emphasis on the very-early-onset group
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 Fabiszewska S, Derda E, Szymańska E, Osiecki M, Kierkuś J. Safety and efficacy of vedolizumab in pediatric inflammatory bowel disease with emphasis on the very-early-onset group. Pediatria Polska - Polish Journal of Paediatrics. 2023. doi:10.5114/polp.2023.128806. APA Fabiszewska, S., Derda, E., Szymańska, E., Osiecki, M., & Kierkuś, J. (2023). Safety and efficacy of vedolizumab in pediatric inflammatory bowel disease with emphasis on the very-early-onset group. Pediatria Polska - Polish Journal of Paediatrics. https://doi.org/10.5114/polp.2023.128806 Chicago Fabiszewska, Sylwia, Edyta Derda, Edyta Szymańska, Marcin Osiecki, and Jarosław Kierkuś. 2023. "Safety and efficacy of vedolizumab in pediatric inflammatory bowel disease with emphasis on the very-early-onset group". Pediatria Polska - Polish Journal of Paediatrics. doi:10.5114/polp.2023.128806. Harvard Fabiszewska, S., Derda, E., Szymańska, E., Osiecki, M., and Kierkuś, J. (2023). Safety and efficacy of vedolizumab in pediatric inflammatory bowel disease with emphasis on the very-early-onset group. Pediatria Polska - Polish Journal of Paediatrics. https://doi.org/10.5114/polp.2023.128806 MLA Fabiszewska, Sylwia et al. "Safety and efficacy of vedolizumab in pediatric inflammatory bowel disease with emphasis on the very-early-onset group." Pediatria Polska - Polish Journal of Paediatrics, 2023. doi:10.5114/polp.2023.128806. Vancouver Fabiszewska S, Derda E, Szymańska E, Osiecki M, Kierkuś J. Safety and efficacy of vedolizumab in pediatric inflammatory bowel disease with emphasis on the very-early-onset group. Pediatria Polska - Polish Journal of Paediatrics. 2023. doi:10.5114/polp.2023.128806.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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 | 0.000 |
| 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