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Record W3164963474 · doi:10.1016/j.ijcchd.2021.100160

Return to work following adverse cardiovascular events in adults with congenital heart disease

2021· article· en· W3164963474 on OpenAlexaff
Patrick D. Evers, Dóra Körmendiné Farkas, Cathrine F. Hjorth, Michael Khoury, Morten Olsen, Nicolas Madsen

Bibliographic record

VenueInternational Journal of Cardiology Congenital Heart Disease · 2021
Typearticle
Languageen
FieldMedicine
TopicCongenital Heart Disease Studies
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsHeart diseaseMedicineAdverse effectDiseaseCardiologyInternal medicine

Abstract

fetched live from OpenAlex

Adults with congenital heart disease (CHD) are at increased risk for major adverse cardiovascular events (MACE), including stroke, myocardial infarctions, and heart failure. Following survival of MACE, an important metric is re-entry to the workforce. This study sought to characterize the differences in return-to-work (RTW) characteristics between MACE survivors with CHD and those in the general population. Linking Danish health and administrative registries, a cohort of adults with CHD who survived a MACE between the years of 1992–2017 were matched 10:1 by age at MACE, year of MACE, and sex to MACE survivors without CHD. Logistic regression assessed working status relative risk at three-, six-, and 12- months after the MACE event. Cox regression hazard ratio characterized time to RTW and maintained RTW. During the study period, 538 CHD patients survived MACE. These patients were matched to 4930 MACE survivors without CHD. The adjusted odds ratios of having returned to work were 0.91 (95% confidence interval (CI): 0.73–1.14) of employment at three months, 0.77 (95% CI: 0.61–0.96) at six months, and 0.76 (95% CI: 0.61–0.96) at 12 months. Of those who required governmental disability payments after MACE and admission for longer than one day, the adjusted hazard ratio of maintained RTW was 0.83 (95% CI: 0.69–0.99) for CHD patients compared to the general population. Patients with CHD who survive a MACE have evidence of impaired RTW compared to those without CHD. Further research is needed to understand and augment functional recovery in this complex population.

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 score0.012
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.012
GPT teacher head0.276
Teacher spread0.264 · 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

Citations6
Published2021
Admission routes1
Has abstractyes

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