Evidence map›Paper›PMID 37497240›Full record

ArticleBioinformatics and Biomedical Engineering : 10th International Work-Conference, IWBBIO 2023, Meloneras, Gran Canaria, Spain, July 12-14, 2023, Proceedings. Part I. IWBBIO (Conference) (10th : 2023 : Gran Canaria, Canary Islands)2023

Using Digital Biomarkers for Objective Assessment of Perfusionists' Workload and Acute Stress During Cardiac Surgery.

Roger D Dias, Lauren R Kennedy-Metz, Rithy Srey, Geoffrey Rance, Mahdi Ebnali, David Arney, Matthew Gombolay, Marco A Zenati

Open access · greenAbstract read
In one paragraph

Article in Bioinformatics and Biomedical Engineering : 10th International Work-Conference, IWBBIO 2023, Meloneras, Gran Canaria, Spain, July 12-14, 2023, Proceedings. Part I. IWBBIO (Conference) (10th : 2023 : Gran Canaria, Canary Islands), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
12.4field-weighted citation impact, top 2% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed, 6 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors at 5 institutions in 1 country.

Roger D DiasHarvard Medical School, Boston, MA, USA.ORCID 0000-0003-4959-5052
Lauren R Kennedy-MetzDepartment of Psychology, Roanoke College, Salem, VA, USA.ORCID 0000-0002-2696-3943
Rithy SreyDivision of Cardiac Surgery, Veterans Affairs Boston Healthcare System, Boston, MA, USA.
Geoffrey RanceDepartment of Cardiac Surgery, Cape Cod Healthcare, Hyannis, MA, USA.ORCID 0000-0002-4270-1142
Mahdi EbnaliHarvard Medical School, Boston, MA, USA.
David ArneyHarvard Medical School, Boston, MA, USA.ORCID 0000-0002-5536-777X
Matthew GombolayGeorgia Institute of Technology, Atlanta, GA, USA.ORCID 0000-0002-5321-6038
Marco A ZenatiHarvard Medical School, Boston, MA, USA.ORCID 0000-0001-7139-0323
Harvard University · USCape Cod Healthcare · USGeorgia Institute of Technology · USRoanoke College · USVA Boston Healthcare System · US

Funding

Developing Standardized Intraoperative Process Models to Enhance Surgical SafetyR01HL126896 · NHLBI · HARVARD MEDICAL SCHOOL · PI ZENATI, MARCO A. · 2016 to 2023
$3.7M
Intelligent Perfusion Digital Twin to Improve Patient Safety and Quality in Cardiac SurgeryR01HL157457 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI Roger Daglius Dias, Matthew Gombolay · 2022 to 2026
$3.0M
NHLBI NIH HHS R01 HL126896NHLBI NIH HHS R01 HL157457
6 · The paper itself

Abstract

The cardiac operating room (OR) is a high-risk, high-stakes environment inserted into a complex socio-technical healthcare system. During cardiopulmonary bypass (CPB), the most critical phase of cardiac surgery, the perfusionist has a crucial role within the interprofessional OR team, being responsible for optimizing patient perfusion while coordinating other tasks with the surgeon, anesthesiologist, and nurses. The aim of this study was to investigate objective digital biomarkers of perfusionists' workload and stress derived from heart rate variability (HRV) metrics captured via a wearable physiological sensor in a real cardiac OR. We explored the relationships between several HRV parameters and validated self-report measures of surgical task workload (SURG-TLX) and acute stress (STAI-SF), as well as surgical processes and outcome measures. We found that the frequency-domain HRV parameter HF relative power - FFT (%) presented the strongest association with task workload (correlation coefficient: -0.491, p-value: 0.003). We also found that the time-domain HRV parameter RMSSD (ms) presented the strongest correlation with perfusionists' acute stress (correlation coefficient: -0.489, p-value: 0.005). A few workload and stress biomarkers were also associated with bypass time and patient length of stay in the hospital. The findings from this study will inform future research regarding which HRV-based biomarkers are best suited for the development of cognitive support systems capable of monitoring surgical workload and stress in real time.

Indexed as

Acute StressCardiac SurgeryCognitive WorkloadDigital BiomarkersPerfusionists

Identifiers

PMID37497240
PMCPMC10371197
OpenAlexW4382407593

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.