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Record W2937893412 · doi:10.5114/aic.2019.83776

Multi-modality imaging for percutaneous pulmonary valve implantation – getting serious about radiation and contrast reduction

2019· article· en· W2937893412 on OpenAlexaboutno aff
Sebastian Góreczny, Jenny E. Zablah, Daniel McLennan, Michael Ross, Gareth J. Morgan

Bibliographic record

VenueAdvances in Interventional Cardiology · 2019
Typearticle
Languageen
FieldMedicine
TopicCongenital Heart Disease Studies
Canadian institutionsnot available
FundersUS-UK Fulbright Commission
KeywordsPercutaneousModality (human–computer interaction)MedicineInterventional cardiologyTreatment modalityPulmonary valveRadiologyNuclear medicineInternal medicineArtificial intelligenceComputer science

Abstract

fetched live from OpenAlex

ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Goreczny S, Zablah J, McLennan D, Ross M, Morgan G. Multi-modality imaging for percutaneous pulmonary valve implantation – getting serious about radiation and contrast reduction. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2019;15(1):110-115. doi:10.5114/aic.2019.83776. APA Goreczny, S., Zablah, J., McLennan, D., Ross, M., & Morgan, G. (2019). Multi-modality imaging for percutaneous pulmonary valve implantation – getting serious about radiation and contrast reduction. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 15(1), 110-115. https://doi.org/10.5114/aic.2019.83776 Chicago Goreczny, Sebastian, Jenny Zablah, Daniel McLennan, Michael Ross, and Gareth Morgan. 2019. "Multi-modality imaging for percutaneous pulmonary valve implantation – getting serious about radiation and contrast reduction". Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej 15 (1): 110-115. doi:10.5114/aic.2019.83776. Harvard Goreczny, S., Zablah, J., McLennan, D., Ross, M., and Morgan, G. (2019). Multi-modality imaging for percutaneous pulmonary valve implantation – getting serious about radiation and contrast reduction. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 15(1), pp.110-115. https://doi.org/10.5114/aic.2019.83776 MLA Goreczny, Sebastian et al. "Multi-modality imaging for percutaneous pulmonary valve implantation – getting serious about radiation and contrast reduction." Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, vol. 15, no. 1, 2019, pp. 110-115. doi:10.5114/aic.2019.83776. Vancouver Goreczny S, Zablah J, McLennan D, Ross M, Morgan G. Multi-modality imaging for percutaneous pulmonary valve implantation – getting serious about radiation and contrast reduction. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2019;15(1):110-115. doi:10.5114/aic.2019.83776.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.332
Threshold uncertainty score0.475

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.010
GPT teacher head0.326
Teacher spread0.316 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations7
Published2019
Admission routes1
Has abstractyes

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