Multi-modality imaging in the CIRCULATE-AMI pilot study cohort: a framework for an imaging-based randomized controlled trial of Wharton jelly mesenchymal stem cell use to stimulate myocardial repair/regeneration
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Drabik L, Mazurek A, Czyż Ł, et al. Multi-modality imaging in the CIRCULATE-AMI pilot study cohort: a framework for an imaging-based randomized controlled trial of Wharton jelly mesenchymal stem cell use to stimulate myocardial repair/regeneration. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2023. doi:10.5114/aic.2023.124361. APA Drabik, L., Mazurek, A., Czyż, Ł., Tekieli, Ł., Szot, W., & Kwiecień, E. et al. (2023). Multi-modality imaging in the CIRCULATE-AMI pilot study cohort: a framework for an imaging-based randomized controlled trial of Wharton jelly mesenchymal stem cell use to stimulate myocardial repair/regeneration. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. https://doi.org/10.5114/aic.2023.124361 Chicago Drabik, Leszek, Adam Mazurek, Łukasz Czyż, Łukasz Tekieli, Wojciech Szot, Ewa Kwiecień, and Robert Paweł Banyś et al. 2023. "Multi-modality imaging in the CIRCULATE-AMI pilot study cohort: a framework for an imaging-based randomized controlled trial of Wharton jelly mesenchymal stem cell use to stimulate myocardial repair/regeneration". Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. doi:10.5114/aic.2023.124361. Harvard Drabik, L., Mazurek, A., Czyż, Ł., Tekieli, Ł., Szot, W., Kwiecień, E., Banyś, R., Urbańczyk-Zawadzka, M., Borkowska, E., Kozynacka, A., Skubera, M., Brzyszczyk-Marzec, M., Kostkiewicz, M., Majka, M., Podolec, P., and Musiałek, P. (2023). Multi-modality imaging in the CIRCULATE-AMI pilot study cohort: a framework for an imaging-based randomized controlled trial of Wharton jelly mesenchymal stem cell use to stimulate myocardial repair/regeneration. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. https://doi.org/10.5114/aic.2023.124361 MLA Drabik, Leszek et al. "Multi-modality imaging in the CIRCULATE-AMI pilot study cohort: a framework for an imaging-based randomized controlled trial of Wharton jelly mesenchymal stem cell use to stimulate myocardial repair/regeneration." Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 2023. doi:10.5114/aic.2023.124361. Vancouver Drabik L, Mazurek A, Czyż Ł, Tekieli Ł, Szot W, Kwiecień E et al. Multi-modality imaging in the CIRCULATE-AMI pilot study cohort: a framework for an imaging-based randomized controlled trial of Wharton jelly mesenchymal stem cell use to stimulate myocardial repair/regeneration. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2023. doi:10.5114/aic.2023.124361.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.292 | 0.270 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.009 | 0.010 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.007 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".