Natural language processing to classify electrocardiograms in patients with syncope: A preliminary study

Table 1 Syncope high-risk ECG criteria from risk stratification studies QTc > 470 LBBB QRS > 100 PR < 120 ms Any AV (Type I, II, III) Left axis deviation Non-sinus rhythm (including paced) multiple PVC's Sinus bradycardia < 40 Q waves ST segment changes Note: Based on decision rules...

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Published inHealth science reports Vol. 5; no. 6; pp. e904 - n/a
Main Authors Quinn, James, Kim, David, Rice, Brian Travis, Hao, Wei David
Format Journal Article
LanguageEnglish
Published United States John Wiley & Sons, Inc 01.11.2022
John Wiley and Sons Inc
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ISSN2398-8835
2398-8835
DOI10.1002/hsr2.904

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Abstract Table 1 Syncope high-risk ECG criteria from risk stratification studies QTc > 470 LBBB QRS > 100 PR < 120 ms Any AV (Type I, II, III) Left axis deviation Non-sinus rhythm (including paced) multiple PVC's Sinus bradycardia < 40 Q waves ST segment changes Note: Based on decision rules and consensus groups for “high-risk” ECG abnormalities. 1,5–11 Abbreviation: ECG, electrocardiogram. The protocol was approved by researchers a t and the protocol was approved by the Stanford University Institutional Review Board with an exemption from informed consent. ETHICS STATEMENT The Stanford University Institutional Review Board with an exemption from informed consent under the policies of the US Federal Policy for the Protection of Human Subjects Research.
AbstractList Table 1 Syncope high-risk ECG criteria from risk stratification studies QTc > 470 LBBB QRS > 100 PR < 120 ms Any AV (Type I, II, III) Left axis deviation Non-sinus rhythm (including paced) multiple PVC's Sinus bradycardia < 40 Q waves ST segment changes Note: Based on decision rules and consensus groups for “high-risk” ECG abnormalities. 1,5–11 Abbreviation: ECG, electrocardiogram. The protocol was approved by researchers a t and the protocol was approved by the Stanford University Institutional Review Board with an exemption from informed consent. ETHICS STATEMENT The Stanford University Institutional Review Board with an exemption from informed consent under the policies of the US Federal Policy for the Protection of Human Subjects Research.
Author Rice, Brian Travis
Hao, Wei David
Quinn, James
Kim, David
AuthorAffiliation 1 Department of Emergency Medicine Stanford University California Stanford USA
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  surname: Hao
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  organization: Stanford University
BackLink https://www.ncbi.nlm.nih.gov/pubmed/36324425$$D View this record in MEDLINE/PubMed
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Cites_doi 10.1016/j.cjca.2020.02.096
10.1111/acem.12122
10.1016/j.annemergmed.2019.08.429
10.1111/acem.13067
10.1016/S0195-668X(02)00827-8
10.1016/j.ccl.2012.10.003
10.1016/j.ajem.2021.11.023
10.1136/emj.2006.042739
10.1001/jamanetworkopen.2020.25860
10.1016/j.jacc.2007.08.059
10.1111/acem.13275
10.1161/01.CIR.81.2.730
10.1016/j.ahj.2018.02.014
10.1016/j.hrthm.2007.01.027
10.1111/j.1553-2712.2012.01375.x
10.1016/S0196-0644(03)00823-0
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Keywords electrocardiograms
syncope
natural language processing
classification
Language English
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Notes Abstract presented at the Annual Meeting of the Society of Academic Emergency Medicine, New Orleans, LA USA, May 2022.
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2013; 20
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e_1_2_10_2_1
e_1_2_10_18_1
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References_xml – volume: 24
  start-page: 1315
  issue: 11
  year: 2017
  end-page: 1326
  article-title: Predicting short‐term risk of arrhythmia among patients with syncope: the Canadian syncope arrhythmia risk score
  publication-title: Acad Emerg Med
– volume: 81
  start-page: 730
  issue: 2
  year: 1990
  end-page: 739
  article-title: Recommendations for standardization and specifications in automated electrocardiography: bandwidth and digital signal processing. A report for health professionals by an ad hoc writing group of the Committee on Electrocardiography and Cardiac Electrophysiology of the Council on Clinical Cardiology, American Heart Association
  publication-title: Circulation
– volume: 43
  start-page: 224
  issue: 2
  year: 2004
  end-page: 232
  article-title: Derivation of the San Francisco Syncope Rule to predict patients with short‐term serious outcomes
  publication-title: Ann Emerg Med
– volume: 24
  start-page: 270
  issue: 4
  year: 2007
  end-page: 275
  article-title: The Risk stratification Of Syncope in the Emergency department (ROSE) pilot study: a comparison of existing syncope guidelines
  publication-title: Emerg Med J
– volume: 24
  start-page: 120
  issue: 1
  year: 2017
  end-page: 124
  article-title: Safety of computer interpretation of normal triage electrocardiograms
  publication-title: Acad Emerg Med
– volume: 51
  start-page: 384
  year: 2022
  end-page: 387
  article-title: Emergent cardiac outcomes in patients with normal electrocardiograms in the emergency department
  publication-title: Am J Emerg Med
– volume: 19
  start-page: 694
  issue: 6
  year: 2012
  end-page: 702
  article-title: Standardized reporting guidelines for emergency department syncope risk‐stratification research
  publication-title: Acad Emerg Med
– volume: 136
  start-page: e60
  issue: 5
  year: 2017
  end-page: e122
  article-title: 2017 ACC/AHA/HRS guideline for the evaluation and management of patients with syncope: a report of the American College of Cardiology/American Heart Association Task Force on clinical practice guidelines and the Heart Rhythm Society
  publication-title: Circulation
– volume: 37
  start-page: 94
  year: 2020
  end-page: 104
  article-title: Usefulness of machine learning‐based detection and classification of cardiac arrhythmias with 12‐lead electrocardiograms
  publication-title: Can J Cardiol
– volume: 101
  start-page: 39
  issue: 7
  year: 1969
  end-page: 43
  article-title: Use of computers in the interpretation of electrocardiograms
  publication-title: Can Med Assoc J
– volume: 20
  start-page: 503
  issue: 5
  year: 2013
  end-page: 506
  article-title: Syncope risk stratification in the ED: directions for future research
  publication-title: Acad Emerg Med
– volume: 4
  start-page: 394
  issue: 3
  year: 2007
  end-page: 412
  article-title: Recommendations for the standardization and interpretation of the electrocardiogram. Part I: the electrocardiogram and its technology. A scientific statement from the American Heart Association Electrocardiography and Arrhythmias Committee, Council on Clinical Cardiology; the American College of Cardiology Foundation; and the Heart Rhythm Society
  publication-title: Heart Rhythm
– volume: 24
  start-page: 811
  issue: 9
  year: 2003
  end-page: 819
  article-title: Development and prospective validation of a risk stratification system for patients with syncope in the emergency department: the OESIL risk score
  publication-title: Eur Heart J
– volume: 31
  start-page: 27
  issue: 1
  year: 2013
  end-page: 38
  article-title: Syncope risk stratification in the emergency department
  publication-title: Cardiol Clin
– volume: 200
  start-page: 1
  year: 2018
  end-page: 10
  article-title: Comparison of automated interval measurements by widely used algorithms in digital electrocardiographs
  publication-title: Am Heart J
– volume: 3
  issue: 12
  year: 2020
  article-title: Association between US physician malpractice claims rates and hospital admission rates among patients with lower‐risk syncope
  publication-title: JAMA Netw Open
– volume: 51
  start-page: 276
  issue: 3
  year: 2008
  end-page: 283
  article-title: Short‐ and long‐term prognosis of syncope, risk factors, and role of hospital admission: results from the STePS (Short‐Term Prognosis of Syncope) study
  publication-title: J Am Coll Cardiol
– volume: 75
  start-page: 147
  issue: 2
  year: 2020
  end-page: 158
  article-title: Risk stratification of older adults who present to the Emergency Department with syncope: the FAINT score
  publication-title: Ann Emerg Med
– ident: e_1_2_10_16_1
  doi: 10.1016/j.cjca.2020.02.096
– ident: e_1_2_10_11_1
  doi: 10.1111/acem.12122
– ident: e_1_2_10_8_1
  doi: 10.1016/j.annemergmed.2019.08.429
– ident: e_1_2_10_18_1
  doi: 10.1111/acem.13067
– ident: e_1_2_10_7_1
  doi: 10.1016/S0195-668X(02)00827-8
– ident: e_1_2_10_5_1
  doi: 10.1016/j.ccl.2012.10.003
– ident: e_1_2_10_19_1
  doi: 10.1016/j.ajem.2021.11.023
– ident: e_1_2_10_9_1
  doi: 10.1136/emj.2006.042739
– ident: e_1_2_10_3_1
  doi: 10.1001/jamanetworkopen.2020.25860
– ident: e_1_2_10_6_1
  doi: 10.1016/j.jacc.2007.08.059
– ident: e_1_2_10_10_1
  doi: 10.1111/acem.13275
– ident: e_1_2_10_14_1
  doi: 10.1161/01.CIR.81.2.730
– ident: e_1_2_10_17_1
  doi: 10.1016/j.ahj.2018.02.014
– volume: 136
  start-page: e60
  issue: 5
  year: 2017
  ident: e_1_2_10_4_1
  article-title: 2017 ACC/AHA/HRS guideline for the evaluation and management of patients with syncope: a report of the American College of Cardiology/American Heart Association Task Force on clinical practice guidelines and the Heart Rhythm Society
  publication-title: Circulation
– volume: 101
  start-page: 39
  issue: 7
  year: 1969
  ident: e_1_2_10_13_1
  article-title: Use of computers in the interpretation of electrocardiograms
  publication-title: Can Med Assoc J
– ident: e_1_2_10_15_1
  doi: 10.1016/j.hrthm.2007.01.027
– ident: e_1_2_10_12_1
  doi: 10.1111/j.1553-2712.2012.01375.x
– ident: e_1_2_10_2_1
  doi: 10.1016/S0196-0644(03)00823-0
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Snippet Table 1 Syncope high-risk ECG criteria from risk stratification studies QTc > 470 LBBB QRS > 100 PR < 120 ms Any AV (Type I, II, III) Left axis deviation...
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SubjectTerms Accuracy
Algorithms
Automation
Cardiac arrhythmia
Classification
electrocardiograms
Electrocardiography
Emergency medical care
Natural language processing
Physicians
Research Letter
Review boards
Sinuses
syncope
Writing
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Title Natural language processing to classify electrocardiograms in patients with syncope: A preliminary study
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