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Record W4362497312 · doi:10.21203/rs.3.rs-2757701/v1

Symptomatic Presentation Influences Outcomes in Pediatric Restrictive Cardiomyopathy

2023· preprint· en· W4362497312 on OpenAlexafffund
Melissa Lorenzo, Áine Lynch, Jenna Ashkanase, Linda Fazari, Kristen George, K. Arathoon, Eric Minn, Aamir Jeewa, Emilie Jean‐St‐Michel

Bibliographic record

VenueResearch Square · 2023
Typepreprint
Languageen
FieldMedicine
TopicCardiomyopathy and Myosin Studies
Canadian institutionsMcMaster Children's HospitalHamilton Health SciencesHospital for Sick ChildrenMcMaster UniversityUniversity of Toronto
FundersMitacsHospital for Sick ChildrenBristol-Myers Squibb
KeywordsMedicineAsymptomaticCardiomyopathyHazard ratioHeart transplantationInternal medicineRetrospective cohort studyTransplantationInotropeRestrictive cardiomyopathyHeart failureCohortCardiologyPediatricsConfidence interval

Abstract

fetched live from OpenAlex

Abstract Children with restrictive cardiomyopathy (RCM) traditionally have a poor prognosis, with most patients either dying or requiring heart transplantation within 2 years of diagnosis. The development of symptoms in RCM suggests advanced disease, however no study has directly compared outcomes of these patients based on symptoms at time of diagnosis. The purpose of this retrospective cohort study was to compare children with RCM presenting with symptoms to those presenting without symptoms. Times to transplantation, death, and a composite outcome of adverse cardiac events (CPR, cardioversion, inotropic support, mechanical ventilation, mechanical support, or heart transplant) were outcomes of interest for statistical analysis. In total 25 patients with RCM were included. At 2 years following diagnosis, asymptomatic patients had a significantly better transplant-free survival at 57% compared to 17% for symptomatic patients (p = 0.03). Asymptomatic patients also had significantly improved cardiac event-free survival at 71% compared to symptomatic patients at 25% (p = 0.01). In multivariable analysis, cardiac symptoms at presentation remained an independent risk factor for heart-transplant or death (hazard ratio 5.17 (1.28–20.85), p = 0.02). In conclusion, the development of cardiac symptoms in pediatric RCM patients may be associated with a worse transplant-free survival.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
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)0.0020.000

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 head0.103
GPT teacher head0.439
Teacher spread0.336 · 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 source (direct Gemma or distilled Codex), 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

Citations0
Published2023
Admission routes2
Has abstractyes

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