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Record W4402702677 · doi:10.1101/2024.09.13.24313665

<i>I am a quarterback:</i> A mixed methods study of death investigators’ communication with family members of young sudden cardiac death victims from suspected heritable causes

2024· preprint· en· W4402702677 on OpenAlexaffabout
Katherine L. Mason, Katherine S. Allan, Dirk Huyer, June Carroll, Arnon Adler, Julie Rutberg, Sheldon Cheskes, Steve Lin, Erik K. Mont, L. Rousseau Denis, Joel A. Kirsh, Kris Cunningham, Jodi Garner, Liz Siydock, Katie N. Dainty, Matthew Bowes, Karolyn Yee, Paul Dorian, Krystina B. Lewis

Bibliographic record

VenuemedRxiv · 2024
Typepreprint
Languageen
FieldMedicine
TopicCardiac Arrest and Resuscitation
Canadian institutionsCollege of Family Physicians of CanadaNova Scotia HospitalChildren's Hospital of Eastern OntarioToronto General HospitalOffice of the Chief Medical ExaminerUniversity of TorontoSt. Michael's HospitalNorth York General HospitalSinai Health SystemUniversity of Ottawa
Fundersnot available
KeywordsSudden cardiac deathThematic analysisMedicineCause of deathNova scotiaDescriptive statisticsFamily medicineQualitative researchPsychologyMedical emergencyDiseasePathologyInternal medicine

Abstract

fetched live from OpenAlex

Abstract Background Sudden cardiac death (SCD) is a devastating event and a leading cause of mortality, globally. In the young (2-45 years), SCD is often attributable to a heritable cardiac condition. Death investigators are often responsible for investigating the cause of death and communicating their results and risk of heritable cardiac conditions with family members of SCD victims. Family often struggles to comprehend the information that is communicated to them. Purpose To understand the delivery, reach and impact of communication strategies informing family members of SCD victims about their relative’s cause of death and their own risk for heritable cardiac conditions. Methods We conducted an explanatory sequential mixed methods study. We collected quantitative data via a web-based survey and qualitative data via telephone interviews to investigate how death investigators in Ontario and Nova Scotia, Canada, communicate with family members of SCD victims. We used descriptive statistics to analyze the survey data and thematic analysis to analyze the qualitative data. We triangulated data at multiple levels. Results Between October 2022 and July 2023, we surveyed 78 death investigators and interviewed a subset (n=20). Death investigators reported that SCDs due to suspected heritable cardiac conditions were more difficult (40%, n=31) or slightly more difficult (35%, n = 27) to investigate, often requiring a higher frequency of communication with families. Death investigators reported contacting family members via phone (n=75, 96.1%) and used various strategies to achieve their communication goals. Strategies were influenced by family characteristics; involvement of other professionals; characteristics of the investigation, access to resources, and system-level barriers. Conclusion SCD investigations in the young due to suspected heritable cardiac conditions were more challenging and required a higher frequency of communication. Death investigators used various strategies to achieve their communication goals. Further research should examine how systematic changes can improve communication with family members. What is Known? Sudden cardiac death (SCD) is a devastating and unexpected event that can be caused by heritable cardiac conditions, putting the decedents family at risk of SCD. Communication with death investigators and other health care professionals influences families’ experiences learning about the cause of death and about their risk for heritable cardiac condition. What this Study Adds According to death investigators, SCD cases due to suspected heritable cardiac conditions are more difficult to investigate, require a higher frequency of communication with family members than other types of cases, and benefit from using different communication modalities. Despite their best intentions, death investigators are contending with many factors beyond their control that influence how communication with family members is carried out. Provincial death investigation systems alone do not currently provide families of SCD victims with sufficient communication, as families often seek external resources.

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)0.027
metaresearch head score (Gemma)0.040
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.066
Threshold uncertainty score0.144

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0270.040
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0070.003
Scholarly communication0.0040.005
Open science0.0020.004
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.001

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.

Opus teacher head0.027
GPT teacher head0.324
Teacher spread0.297 · 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 designQualitative
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

Citations1
Published2024
Admission routes2
Has abstractyes

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