对现有和未来的人工智能应用对电心电图计算机解释的对比态度:临床利益相关者采访研究
Lukas Hughes-Noehrer1,2, Leda Channer1, Gabriel Strain1
1Department of Computer Science, The University of Manchester, Manchester M13 9PL, United Kingdom.
JAMIA open
|July 22, 2025
概括
临床医生不信任当前的自动ECG解释,但欢迎未来的AI技术. 他们优先考虑准确性和视觉解释,将人工智能视为提高技能而不是取代工作的工具.
科学领域:
- 医疗技术 医疗技术 医学技术
- 医疗保健中的人工智能
- 临床决策支持 临床决策支持
背景情况:
- 目前的自动心电图 (ECG) 解释方法面临临临床医生的不信任.
- 新型人工智能 (AI) 技术为心电图分析提供了潜在的进步.
- 了解临床医生的看法对于在医疗保健中采用AI至关重要.
研究的目的:
- 调查临床医生对自动ECG解释和AI的态度.
- 探索临床医生对计算机辅助解释和AI可信度的看法.
- 评估临床医生对AI可解释性,准确性和对临床能力的影响的意见.
主要方法:
- 在英国对23名临床医生进行了一系列采访.
- 采用了对面试成绩单的诱导性主题分析.
- 探索了在ECG解释和决策中的潜在AI应用.
主要成果:
- 发现人们对当前的自动化系统缺乏信任.
- 发现对未来人工智能应用的积极态度,强调准确性和视觉解释.
- 揭示了对非培训和对人工智能教育的需求的担忧,而不是失业.
结论:
- 临床医生对AI在临床决策中充满乐观,优先考虑准确性和视觉反.
- 人工智能被视为培训和提高医疗保健专业人员技能的潜在工具.
- 通过教育解决人们对失业能力的担忧对于负责任的AI实施至关重要.
相关概念视频
01:25Instrumentation Amplifier
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An electrocardiography (ECG) machine is an essential piece of medical equipment used to monitor the electrical activity of the heart. It operates by detecting small electrical changes on the skin that result from the depolarization of the heart muscle during each heartbeat. However, these signals are in the microvolt range and can be easily overwhelmed by noise or interference.
To overcome this challenge, an ECG machine utilizes an instrumentation amplifier. This specialized amplifier is...
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01:29Electrocardiogram
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An electrocardiogram (ECG or EKG) is a critical diagnostic tool that records the electrical signals produced by the heart during each heartbeat. This recording is achieved through electrodes placed strategically on the arms, legs, and chest. The electrocardiograph amplifies these signals and produces 12 distinct tracings, offering a comprehensive understanding of the heart's electrical activity.
Three major waveforms are present in a typical ECG recording: the P wave, the QRS complex, and...
Three major waveforms are present in a typical ECG recording: the P wave, the QRS complex, and...
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01:24ECG Interpretation of Rhythms
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An electrocardiogram (ECG)graphically represents the heart's electrical activity on ECG paper or a monitor.
Components of the Electrocardiogram
The primary components of a normal ECG waveform in Normal sinus rhythm(NSR) include the P wave, PR interval, QRS complex, ST segment, T wave, and occasionally a U wave.
ECG waveforms are divided by vertical and horizontal lines at standard intervals.
The horizontal axis measures time and rate, and the vertical axis measures amplitude or voltage....
Components of the Electrocardiogram
The primary components of a normal ECG waveform in Normal sinus rhythm(NSR) include the P wave, PR interval, QRS complex, ST segment, T wave, and occasionally a U wave.
ECG waveforms are divided by vertical and horizontal lines at standard intervals.
The horizontal axis measures time and rate, and the vertical axis measures amplitude or voltage....
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01:28Electrocardiogram Fundamentals
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Introduction
An electrocardiogram (ECG) is a diagnostic tool for identifying cardiac conditions such as arrhythmias, conduction abnormalities, and myocardial ischemia.
Definition
An electrocardiogram (ECG) visualizes the heart's electrical activity by tracing the electrical movement associated with each heartbeat on a graph or monitor. As the heart beats, an electrical wave passes through it, correlating with the cardiac cycle events.
Parts of an ECG
An ECG utilizes electrodes on the skin...
An electrocardiogram (ECG) is a diagnostic tool for identifying cardiac conditions such as arrhythmias, conduction abnormalities, and myocardial ischemia.
Definition
An electrocardiogram (ECG) visualizes the heart's electrical activity by tracing the electrical movement associated with each heartbeat on a graph or monitor. As the heart beats, an electrical wave passes through it, correlating with the cardiac cycle events.
Parts of an ECG
An ECG utilizes electrodes on the skin...
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