1
|
Hinzmann D, Singer M, Schmelter V, Kreiser K, Gehling K, Ströber L, Kirschke JS, Schulz CM, Schneider F. Differences in beginner and expert neurointerventionalists" heart rate variability during simulated neuroangiographies. Interv Neuroradiol 2024; 30:195-201. [PMID: 36124385 PMCID: PMC11095349 DOI: 10.1177/15910199221128439] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 09/06/2022] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND Likewise work experience, heart rate variability (HRV) has repeatedly been correlated with improved performance under real life and simulator conditions. Using HRV as a correlate of workload, it is meaningful to assess the impact of work experience. To understand the impact of work experience on HRV metrics, we examined differences in HRV among experts and beginners during simulated endovascular neuroradiological procedures. METHODS Six inexperienced radiologists (beginners) and five experts in neurological endovascular intervention each performed 10 diagnostic angiographies on a Vascular Interventional System Trainer (VIST) simulator (Mentice AB, SW). Beyond total time, fluoroscopy time, and amount of contrast medium used, heart rate variability and the NASA-task load index were gathered as correlates of workload. The t-Test for independent samples as well as Mann-Whitney-U tests were applied for group-wise comparison between beginners and experts. Multivariate regression was used to assess the influence of age and expert status. RESULTS Ten participants completed all scenarios; one participant only completed the first five scenarios. Accordingly, 105 simulations were analyzed (beginners N = 60; experts N = 45, respectively). The heart rate variability of experts and beginners significantly differed in three time domain HRV metrics (decreased RMSSD, NN50, pNN50 in experts; all p < 0.05) as well as with respect to its distribution in the frequency spectrum (LF/HF ratio; p < 0.001, increased high frequency components in experts). CONCLUSIONS The HRV of beginners and expert neurointerventionalists significantly differed during simulated endovascular neuroradiological procedures. Experts presented decreased HRV, this could be a cardiovascular surrogate to the effort the subjects expend on their performance. It is in line with previous studies on vagal influences on the heart and cognitive-executive performance.
Collapse
Affiliation(s)
- Dominik Hinzmann
- TUM School of Medicine, Department of Anesthesiology and Intensive Care, Technical University of Munich, München, Germany
| | - Maximilian Singer
- TUM School of Medicine, Department of Anesthesiology and Intensive Care, Technical University of Munich, München, Germany
| | - Valerie Schmelter
- Department of Opthalmology, Ludwig-Maximilians-University, LMU Klinikum, München, Germany
| | - Kornelia Kreiser
- TUM School of Medicine, Department of Diagnostic and Interventional Neuroradiology, Technical University of Munich, München, Germany
- RKU - University and Rehabilitative Hospitals Ulm, Ulm, Germany
| | - Kim Gehling
- TUM School of Medicine, Department of Diagnostic and Interventional Neuroradiology, Technical University of Munich, München, Germany
- Department of Diagnostic and Interventional Radiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Lea Ströber
- TUM School of Medicine, Department of Diagnostic and Interventional Neuroradiology, Technical University of Munich, München, Germany
- Department of Urology and Children’s Urology, RoMed Klinikum Rosenheim, Rosenheim, Germany
| | - Jan S Kirschke
- TUM School of Medicine, Department of Diagnostic and Interventional Neuroradiology, Technical University of Munich, München, Germany
| | - Christian M Schulz
- TUM School of Medicine, Department of Anesthesiology and Intensive Care, Technical University of Munich, München, Germany
| | - Frederick Schneider
- TUM School of Medicine, Department of Anesthesiology and Intensive Care, Technical University of Munich, München, Germany
| |
Collapse
|
2
|
Pouyakian M, Zokaei M, Falahati M, Nahvi A, Abbasi M. Persistent effects of mobile phone conversation while driving after disconnect: Physiological evidence and driving performance. Heliyon 2023; 9:e17501. [PMID: 37416667 PMCID: PMC10320275 DOI: 10.1016/j.heliyon.2023.e17501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Revised: 06/08/2023] [Accepted: 06/20/2023] [Indexed: 07/08/2023] Open
Abstract
Cognitive workload has been known as a key factor in traffic accidents, which can be highly increased by talking on the phone while driving. A wide range of studies around the world investigated the effects of mobile phone conversations on driving performance and traffic accidents. But less noticed is the durability of cognitive effects of mobile phone conversations. This study aimed to determine the effects of different types of mobile phone conversations on physiological response and driving performance during and after the conversation. Heart rate, heart rate variability (physiological response), Standard deviation of lane position (SDLP), and the relative distance between two cars (driving performance) of 34 samples (male and female) in the driving simulator were recorded. In this study, three types of conversations (neutral, cognitive, and arousal) were used. Neutral conversation did not pursue specific purpose questions. Cognitive conversations were simple mathematical problem-solving questions and arousal conversations aimed at arousing participant emotions. Each conversation was used as a secondary task in a condition. The study had three conditions; in each condition the participant drove for 15 min. Each condition consisted of 5 min of driving (Background), 5 min of driving and conversation (dual tasks) and 5 min of driving after conversation to trace the effects of the conversation. Vehicle speed was 110 km/h in each of the three conditions using car-following scenario. The results showed that neutral conversations had no significant effects on physiological response. Though, arousal conversations had significant effects on physiological responsiveness and driving performance during conversations, where it was even more significant after disconnection. Therefore, the content of the conversation determines the amount of cognitive load imposed on the driver. Considering the persistence of cognitive effects caused by conversation, the risk of traffic accidents is still high even after disconnection.
Collapse
Affiliation(s)
- Mostafa Pouyakian
- Department of Occupational Health and Safety Engineering, School of Public Health and Safety, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mojtaba Zokaei
- Social Determinants of Health Research Center, Saveh University of Medical Sciences, Saveh, Iran
| | - Mohsen Falahati
- Social Determinants of Health Research Center, Saveh University of Medical Sciences, Saveh, Iran
| | - Ali Nahvi
- Department of Mechanical Engineering K.N. Toosi University of Technology, Tehran, Iran
| | - Milad Abbasi
- Social Determinants of Health Research Center, Saveh University of Medical Sciences, Saveh, Iran
| |
Collapse
|
3
|
Muacevic A, Adler JR. A Systematic Review of Heart Rate Variability as a Measure of Stress in Medical Professionals. Cureus 2023; 15:e34345. [PMID: 36865953 PMCID: PMC9974008 DOI: 10.7759/cureus.34345] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/23/2022] [Indexed: 03/04/2023] Open
Abstract
Understanding the physiological effects of responding to crises is a critical component in understanding how to manage and prepare medical professionals to be crisis responders. Heart rate variability (HRV) is the variation in rate between a succession of R-R intervals. This variation is not only affected by physiological processes such as respiration or metabolic rate but is also directly controlled by the autonomic nervous system. As such, heart rate variability has been proposed as a noninvasive tool to measure the physiological stress response. The aim of this systematic review is to consolidate heart rate variability literature in the context of medical emergencies to determine if heart rate variability changes predictably from baseline when responding to medical crises. This may demonstrate utility as an objective, noninvasive measure of stress response. A systematic literature review of six databases yielded 413 articles, 17 of which met our inclusion criteria of being written in English, measuring HRV in healthcare providers, and measuring HRV in real or simulated medical resuscitations or procedures. Articles were then analyzed using the Grades of Recommendation, Assessment, Development, and Evaluation (GRADE) scoring system. Out of the 17 articles reviewed, 11 demonstrated statistically significant results showing heart rate variability responding in a predictable manner to stress. Three articles utilized a medical simulation as the stressor, six used medical procedures, and eight used medical emergencies encountered during clinical work. Overall, a predictable trend in heart rate variability metrics of standard deviation from the mean value of normal-to-normal (N-N) intervals (SDNN), root mean square of the successive differences (RMSSD), mean number of times per time interval in which the change in successive normal sinus (N-N) intervals exceeds 50 ms (PNN50), low frequency % (LF%), and low-frequency-to-high-frequency ratio (LF/HF) was observed when responding to stress. This systematic literature review showed that heart rate variability among healthcare providers responding to stressful scenarios follows a predictable pattern of change and expands our understanding of the physiology of stress in healthcare providers. This review supports the use of HRV to monitor stress during high-fidelity simulation to ensure that appropriate physiological arousal is achieved during the training of medical personnel.
Collapse
|
4
|
Thielmann B, Pohl R, Böckelmann I. Heart rate variability as a strain indicator for psychological stress for emergency physicians during work and alert intervention: a systematic review. J Occup Med Toxicol 2021; 16:24. [PMID: 34187497 PMCID: PMC8240085 DOI: 10.1186/s12995-021-00313-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Accepted: 06/09/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND The workloads of emergency physicians are severe. The prevalence of burnout among emergency physicians is higher than with other physicians or compared to the general population. The analysis of heart rate variability (HRV) is a valid method for objective monitoring of workload. The aim of this paper is to systematically evaluate the literature on heart rate variability as an objective indicator for mental stress of emergency physicians. METHODS A systematic literature review examining heart rate variability of emergency physicians in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) statement for reporting systematic reviews was performed. PubMed, Ovid, Cochrane Libary, Scopus, and Web of Science electronic databases were used. The methodological quality was evaluated by using a modified STARD for HRV. RESULTS Two studies matched the inclusion criteria by using HRV between alert intervention and two other studies were considered that used HRV in other question areas. It showed an adaptation of HRV under stress. The studies were not comparable. CONCLUSIONS There is a need for occupational health studies that examine strains and stress of emergency physicians. The well-established parasympathetic mediated HRV parameters seem to be suitable parameters to objectify the stress.
Collapse
Affiliation(s)
- Beatrice Thielmann
- Institute of Occupational Medicine, Faculty of Medicine, Otto-von-Guericke-University, Magdeburg, Leipziger Str. 44, (Building 20), 39120, Magdeburg, Germany.
| | - Robert Pohl
- Institute of Occupational Medicine, Faculty of Medicine, Otto-von-Guericke-University, Magdeburg, Leipziger Str. 44, (Building 20), 39120, Magdeburg, Germany
| | - Irina Böckelmann
- Institute of Occupational Medicine, Faculty of Medicine, Otto-von-Guericke-University, Magdeburg, Leipziger Str. 44, (Building 20), 39120, Magdeburg, Germany
| |
Collapse
|
5
|
Chen YS, Lu WA, Pagaduan JC, Kuo CD. A Novel Smartphone App for the Measurement of Ultra-Short-Term and Short-Term Heart Rate Variability: Validity and Reliability Study. JMIR Mhealth Uhealth 2020; 8:e18761. [PMID: 32735219 PMCID: PMC7428904 DOI: 10.2196/18761] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Revised: 06/05/2020] [Accepted: 06/13/2020] [Indexed: 01/05/2023] Open
Abstract
Background Smartphone apps for heart rate variability (HRV) measurement have been extensively developed in the last decade. However, ultra–short-term HRV recordings taken by wearable devices have not been examined. Objective The aims of this study were the following: (1) to compare the validity and reliability of ultra–short-term and short-term HRV time-domain and frequency-domain variables in a novel smartphone app, Pulse Express Pro (PEP), and (2) to determine the agreement of HRV assessments between an electrocardiogram (ECG) and PEP. Methods In total, 60 healthy adults were recruited to participate in this study (mean age 22.3 years [SD 3.0 years], mean height 168.4 cm [SD 8.0 cm], mean body weight 64.2 kg [SD 11.5 kg]). A 5-minute resting HRV measurement was recorded via ECG and PEP in a sitting position. Standard deviation of normal R-R interval (SDNN), root mean square of successive R-R interval (RMSSD), proportion of NN50 divided by the total number of RR intervals (pNN50), normalized very-low–frequency power (nVLF), normalized low-frequency power (nLF), and normalized high-frequency power (nHF) were analyzed within 9 time segments of HRV recordings: 0-1 minute, 1-2 minutes, 2-3 minutes, 3-4 minutes, 4-5 minutes, 0-2 minutes, 0-3 minutes, 0-4 minutes, and 0-5 minutes (standard). Standardized differences (ES), intraclass correlation coefficients (ICC), and the Spearman product-moment correlation were used to compare the validity and reliability of each time segment to the standard measurement (0-5 minutes). Limits of agreement were assessed by using Bland-Altman plot analysis. Results Compared to standard measures in both ECG and PEP, pNN50, SDNN, and RMSSD variables showed trivial ES (<0.2) and very large to nearly perfect ICC and Spearman correlation coefficient values in all time segments (>0.8). The nVLF, nLF, and nHF demonstrated a variation of ES (from trivial to small effects, 0.01-0.40), ICC (from moderate to nearly perfect, 0.39-0.96), and Spearman correlation coefficient values (from moderate to nearly perfect, 0.40-0.96). Furthermore, the Bland-Altman plots showed relatively narrow values of mean difference between the ECG and PEP after consecutive 1-minute recordings for SDNN, RMSSD, and pNN50. Acceptable limits of agreement were found after consecutive 3-minute recordings for nLF and nHF. Conclusions Using the PEP app to facilitate a 1-minute ultra–short-term recording is suggested for time-domain HRV indices (SDNN, RMSSD, and pNN50) to interpret autonomic functions during stabilization. When using frequency-domain HRV indices (nLF and nHF) via the PEP app, a recording of at least 3 minutes is needed for accurate measurement.
Collapse
Affiliation(s)
- Yung-Sheng Chen
- Department of Exercise and Health Sciences, University of Taipei, Taipei, Taiwan
| | - Wan-An Lu
- Institute of Cultural Asset and Reinvention, Fo-Guang University, Yilan, Taiwan
| | - Jeffrey C Pagaduan
- College of Health and Medicine, School of Health Sciences, University of Tasmania, Launceston, Australia
| | - Cheng-Deng Kuo
- Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan.,Tanyu Research Laboratory, Taipei, Taiwan
| |
Collapse
|
6
|
Simulation Training in Neuroangiography-Validation and Effectiveness. Clin Neuroradiol 2020; 31:465-473. [PMID: 32303789 PMCID: PMC8211587 DOI: 10.1007/s00062-020-00902-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Accepted: 03/25/2020] [Indexed: 12/29/2022]
Abstract
Purpose Simulators are increasingly used in the training of endovascular procedures; however, for the use of the Mentice vascular interventional system trainer (VIST) simulator in neuroradiology, the validity of the method has not yet been proven. The study was carried out to test the construct validity of such a simulator by demonstrating differences between beginner and expert neurointerventionalists and to evaluate whether a training effect can be demonstrated in repeated cases for different levels of experience. Methods In this study 4 experts and 6 beginners performed 10 diagnostic angiographies on the VIST simulator (Mentice AB, Gothenburg, Sweden). Of the cases four were non-recurring, whereas three were repeated once and ten subjects performed all tasks. Additionally, another expert performed only five non-recurring cases. The simulator recorded total time, fluoroscopy time, amount of contrast medium and number of material changes. Furthermore, gaze direction and heart rate were recorded, and subjects completed a questionnaire on workload. Results Beginners and experts showed significant differences in total duration time, fluoroscopy time and amount of contrast agent (all p < 0.05). Gaze direction, dwell time and heart rate were similar between both groups. Only beginners improved during training with respect to total duration time, fluoroscopy time and amount of contrast agent. If a case was previously known to them, the total duration and fluoroscopy time were significantly shortened (p < 0.001). Conclusion This study demonstrated both the construct validity of a diagnostic neuroangiography simulator as well as a significant training effect for beginners. Therefore, in particular beginner neurointerventionalists should use such simulation tools more extensively in their initial training.
Collapse
|
7
|
Schneider F, Martin J, Skrzypczak M, Hinzmann D, Jordan D, Wagner KJ, Schulz CM. Anesthetists’ Heart Rate Variability as an Indicator of Performance During Induction of General Anesthesia and Simulated Critical Incidents. J PSYCHOPHYSIOL 2019. [DOI: 10.1027/0269-8803/a000225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Abstract. In the environment of anesthesia, good performance describes the absence of threat for the patient as well as a quick reaction to challenging and possibly life-threatening circumstances. Elsewhere, performance and cognitive function have been linked to indicators of vagally-mediated heart rate variability (HRV). This exploratory study examines the correlation between anesthetists’ HRV and their performance during uneventful induction of general anesthesia and during a simulated critical incident. For this study electrocardiograms (ECG) were obtained from two different groups of anesthetists providing general anesthesia in uneventful real cases in the operation room (OR, n = 38) and during the management of a hypotension scenario in a high-fidelity human patient simulator environment (SIM, n = 23). Frequency, time domain, and nonlinear HRV metrics were calculated from 5-min ECG recordings. To separate high performing (HP) and low performing (LP) individuals, the time needed for induction (in the OR setting) and the length and depth of hypotension (in the SIM setting) were used as performance correlates. The Mann-Whitney- U-test was used to assess differences in HRV within the groups. In both settings (OR and SIM), linear and nonlinear HRV metrics did not differ significantly between the HP and LP group. Also, the anesthetists’ work experience and sex were not related to performance. While providing general anesthesia and during a simulated critical incident, high and low performing individuals do not differ with respect to HRV metrics, sex, and work experience. Further research including the HRV under resting conditions is necessary.
Collapse
Affiliation(s)
- Frederick Schneider
- Department of Anesthesiology, Technical University of Munich, TUM School of Medicine, Klinikum rechts der Isar, Munich, Germany
| | - Jan Martin
- Department of Anesthesiology, Technical University of Munich, TUM School of Medicine, Klinikum rechts der Isar, Munich, Germany
| | - Matthias Skrzypczak
- Department of Anesthesiology and Operational Intensive Care, Klinikum Augsburg, Germany
| | - Dominik Hinzmann
- Department of Anesthesiology, Technical University of Munich, TUM School of Medicine, Klinikum rechts der Isar, Munich, Germany
| | - Denis Jordan
- Institute of Geomatics Engineering, University of Applied Sciences and Arts Northwestern Switzerland, Muttenz, Switzerland
| | - Klaus J. Wagner
- Department of Anesthesiology, Technical University of Munich, TUM School of Medicine, Klinikum rechts der Isar, Munich, Germany
| | - Christian M. Schulz
- Department of Anesthesiology, Technical University of Munich, TUM School of Medicine, Klinikum rechts der Isar, Munich, Germany
| |
Collapse
|
8
|
Çotuk HB, Duru AD, Aktaş Ş. Monitoring Autonomic and Central Nervous System Activity by Permutation Entropy during Short Sojourn in Antarctica. ENTROPY 2019. [PMCID: PMC7515415 DOI: 10.3390/e21090893] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The aim of this study was to monitor acute response patterns of autonomic and central nervous system activity during an encounter with Antarctica by synchronously recording heart rate variability (HRV) and electroencephalography (EEG). On three different time-points during the two-week sea journey, the EEG and HRV were recorded from nine male scientists who participated in “The First Turkish Antarctic Research Expedition”. The recordings were performed in a relaxed state with the eyes open, eyes closed, and during a space quantity perception test. For the EEG recordings, the wireless 14 channel EPOC-Emotiv device was used, and for the HRV recordings, a Polar heart rate monitor S810i was used. The HRV data were analyzed by time/frequency domain parameters and ordinal pattern statistics. For the EEG data, spectral band power in the conventional frequency bands, as well as permutation entropy values were calculated. Regarding HRV, neither conventional nor permutation entropy calculations produced significant differences for the different journey time-points, but only permutation entropy was able to differentiate between the testing conditions. During the cognitive test, permutation entropy values increased significantly, whereas the conventional HRV parameters did not show any significant differences. In the EEG analysis, the ordinal pattern statistics revealed significant transitions in the course of the sea voyage as permutation entropy values decreased, whereas spectral band power analysis could not detect any significant difference. Permutation entropy analysis was further able to differentiate between the three testing conditions as well between the brain regions. In the conventional spectral band power analysis, alpha band power could separate the three testing conditions and brain regions, and beta band power could only do so for the brain regions. This superiority of permutation entropy in discerning subtle differences in the autonomic and central nervous system’s responses to an overwhelming subjective experience renders it suitable as an analysis tool for biomonitoring in extreme environments.
Collapse
Affiliation(s)
- H. Birol Çotuk
- Department of Sport Health Sciences, Marmara University, 34810 İstanbul, Turkey;
- Correspondence:
| | - Adil Deniz Duru
- Department of Sport Health Sciences, Marmara University, 34810 İstanbul, Turkey;
| | - Şamil Aktaş
- Department of Underwater and Hyperbaric Medicine, İstanbul University, 34093 İstanbul, Turkey;
| |
Collapse
|
9
|
The impact of the patient's initial NACA score on subjective and physiological indicators of workload during pre-hospital emergency care. PLoS One 2018; 13:e0202215. [PMID: 30092090 PMCID: PMC6084954 DOI: 10.1371/journal.pone.0202215] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2018] [Accepted: 07/29/2018] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Excessive workload may impair patient safety. However, little is known about emergency care providers' workload during the treatment of life-threatening cases including cardiopulmonary resuscitation (CPR). Therefore, we tested the hypothesis that subjective and physiological indicators of workload are associated with the patient's initial NACA score and that workload is particularly high during CPR. METHODS NASA task load index (NASA-tlx) and alarm codes were obtained for 216 sorties of pre-hospital emergency medical care. Furthermore, initial NACA scores of 140 patients were extracted from the physicians' protocols. The physiological workload indicators mean heart rate (HR) and permutation entropy (PeEn) were calculated for 51 sorties of primary care. General linear mixed models were used to analyze the association of NACA scores with subjective (NASA-tlx) and physiological (mean HR, PeEn) measures of workload. RESULTS In contrast to the physiological variables PeEn (p = 0.10) and HR (p = 0.19), the mental (p<0.001) and temporal demands (p<0.001) as well as the effort (p<0.001) and frustration (p = 0.04) subscale of the NASA-tlx were significantly associated with initial NACA scores. Compared to NACA = I, an initial NACA score of VI (representing CPR) increased workload by a mean of 389.5% (p = 0.001) in the mental and 345.9% (p<0.001) in the temporal demands, effort by a mean of 446,8% (p = 0.002) and frustration by 190.0% (p = 0.03). In line with the increase in NASA-tlx, PeEn increased by 20.6% (p = 0.01) and HR by 6.4% (p = 0.57). CONCLUSIONS Patients' initial NACA scores are associated with subjective workload. Workload was highest during CPR.
Collapse
|
10
|
Fong A, Kim TC, Ratwani RM, Kellogg KM. Task2Heart: Exploring Heart Rate Differences with Time-Motion Workflow Observations of Emergency Medicine Physicians. J Med Syst 2018; 42:170. [PMID: 30083959 DOI: 10.1007/s10916-018-1024-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2018] [Accepted: 07/26/2018] [Indexed: 10/28/2022]
Affiliation(s)
- Allan Fong
- MedStar Institute for Innovation - National Center for Human Factors in Healthcare, 3007 Tilden St. NW, Suite 7L, Washington, DC, 20008, USA.
| | - Tracy C Kim
- MedStar Institute for Innovation - National Center for Human Factors in Healthcare, 3007 Tilden St. NW, Suite 7L, Washington, DC, 20008, USA
| | - Raj M Ratwani
- MedStar Institute for Innovation - National Center for Human Factors in Healthcare, 3007 Tilden St. NW, Suite 7L, Washington, DC, 20008, USA.,Georgetown University School of Medicine, 3900 Reservoir Rd NW, Washington, DC, 20007, USA
| | - Kathryn M Kellogg
- MedStar Institute for Innovation - National Center for Human Factors in Healthcare, 3007 Tilden St. NW, Suite 7L, Washington, DC, 20008, USA.,Georgetown University School of Medicine, 3900 Reservoir Rd NW, Washington, DC, 20007, USA
| |
Collapse
|