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Record W4403243894 · doi:10.1016/j.cjco.2024.09.015

Incidence and Outcomes of Out-of-Hospital Cardiac Arrest Patients Admitted to the Hospital in Canada from 2013 to 2017

2024· article· en· W4403243894 on OpenAlexafffundabout
Nicholas Grubic, Katherine S. Allan, Ehsan Ghamarian, Steve Lin, Gerald Lebovic, Paul Dorian, Brian Grunau, Jim Christenson, Christopher B. Fordyce, Ian E. Blanchard, Gerald Lazarenko, Allan DeCaen, Sean van Diepen, Justin A. Ezekowitz, Jeffrey A. Bakal, Elizabeth Brooks-Lim, Philip J. Davis, Paul Olszynski, Sheldon Cheskes, Dirk Huyer, Kris Cunningham, Katie N. Dainty, Dennis T. Ko, Patrick R. Lawler, Manya Charette, Martin A. Green, Sharmila Udupa, Eli Segal, Luc deMontigny, John L. Sapp, Judah Goldstein, Jan Jensen, Alix Carter, Matthew Bowes, Sean P. Connors, Brian L. Metcalfe, Simon P. Avis, Aaron Sibley

Bibliographic record

VenueCJC Open · 2024
Typearticle
Languageen
FieldMedicine
TopicCardiac Arrest and Resuscitation
Canadian institutionsSt. Michael's HospitalPublic Health OntarioUniversity of Toronto
FundersNetworks of Centres of Excellence of CanadaCanadian Institutes of Health Research
KeywordsMedicineIncidence (geometry)Emergency medicinePediatricsIntensive care medicine

Abstract

fetched live from OpenAlex

Background Out-of-hospital cardiac arrest (OHCA) remains a prominent medical concern worldwide. Epidemiological metrics and trends over time for OHCA cases in Canada are not well-defined. This study evaluated geographical differences in the incidence and outcomes of OHCA patients admitted to hospitals across Canada from 2013 to 2017. Methods This population-based retrospective cohort study included 10,492 non-traumatic OHCA patients aged 2-85 years (66% male) who were admitted to an acute care hospital in any Canadian province or territory (excluding Quebec) between 2013 and 2017. Overall age- and sex-standardized incidence measures (per 100,000 population per year) were calculated through direct standardization to the 2016 Canadian population. Temporal trends in incidence and survival to hospital discharge were evaluated. Results The overall age- and sex-standardized incidence of OHCA patients admitted to the hospital was 8.3 per 100,000 population per year, which did not significantly change from 2013 to 2017 (incidence rate ratio: 1.01, 95% confidence interval: 0.99-1.02). Incidence was highest in British Columbia (9.2), Manitoba (9.0), and Nova Scotia (9.0), and lowest in New Brunswick (6.5), Prince Edward Island (6.8), and Saskatchewan (7.5). The proportion of OHCA patients who survived to hospital discharge was highest in Prince Edward Island (57%) and lowest in Ontario (38%). No significant trend in survival to hospital discharge rates was observed from 2013 (43%) to 2017 (42%; p=0.86). Conclusions The age- and sex-standardized incidence and survival outcomes of OHCA patients admitted to the hospital were stable from 2013 to 2017 in Canada, with considerable variation noted across geographical regions. Introduction

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 score0.235
Threshold uncertainty score0.569

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 head0.009
GPT teacher head0.276
Teacher spread0.267 · 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

Citations6
Published2024
Admission routes3
Has abstractyes

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