How machine learning is impacting research in atrial fibrillation: implications for risk prediction and future management
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作者:
Olier, Ivan
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Liverpool John Moores Univ, Sch Comp Sci & Math, 3 Byrom St, Liverpool L3 3AF, Merseyside, England
Liverpool John Moores Univ, Liverpool Ctr Cardiovasc Sci, Liverpool, Merseyside, EnglandLiverpool John Moores Univ, Sch Comp Sci & Math, 3 Byrom St, Liverpool L3 3AF, Merseyside, England
Olier, Ivan
[1
,2
]
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Ortega-Martorell, Sandra
[1
,2
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Pieroni, Mark
[1
,2
]
Lip, Gregory Y. H.
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Liverpool John Moores Univ, Liverpool Ctr Cardiovasc Sci, Liverpool, Merseyside, England
Liverpool Heart & Chest Hosp, Liverpool, Merseyside, EnglandLiverpool John Moores Univ, Sch Comp Sci & Math, 3 Byrom St, Liverpool L3 3AF, Merseyside, England
Lip, Gregory Y. H.
[2
,3
]
机构:
[1] Liverpool John Moores Univ, Sch Comp Sci & Math, 3 Byrom St, Liverpool L3 3AF, Merseyside, England
[2] Liverpool John Moores Univ, Liverpool Ctr Cardiovasc Sci, Liverpool, Merseyside, England
[3] Liverpool Heart & Chest Hosp, Liverpool, Merseyside, England
There has been an exponential growth of artificial intelligence (AI) and machine learning (ML) publications aimed at advancing our understanding of atrial fibrillation (AF), which has been mainly driven by the confluence of two factors: the advances in deep neural networks (DeepNNs) and the availability of large, open access databases. It is observed that most of the attention has centred on applying ML for dvsetecting AF, particularly using electrocardiograms (ECGs) as the main data modality. Nearly a third of them used DeepNNs to minimize or eliminate the need for transforming the ECGs to extract features prior to ML modelling; however, we did not observe a significant advantage in following this approach. We also found a fraction of studies using other data modalities, and others centred in aims, such as risk prediction, AF management, and others. From the clinical perspective, AI/ML can help expand the utility of AF detection and risk prediction, especially for patients with additional comorbidities. The use of AI/ML for detection and risk prediction into applications and smart mobile health (mHealth) technology would enable 'real time' dynamic assessments. AI/ML could also adapt to treatment changes over time, as well as incident risk factors. Incorporation of a dynamic AI/ML model into mHealth technology would facilitate 'real time' assessment of stroke risk, facilitating mitigation of modifiable risk factors (e.g. blood pressure control). Overall, this would lead to an improvement in clinical care for patients with AF. [GRAPHICS] .
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Univ Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, MalaysiaUniv Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, Malaysia
Abdul-Kadir, Nurul Ashikin
Safri, Norlaili Mat
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Univ Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, MalaysiaUniv Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, Malaysia
Safri, Norlaili Mat
Othman, Mohd Afzan
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Univ Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, MalaysiaUniv Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, Malaysia
机构:
Inonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
Akca, Baris
Erdil, Nevzat
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Inonu Univ, Turgut Ozal Med Ctr, Dept Cardiovasc Surg, Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
Erdil, Nevzat
Colak, Mehmet Cengiz
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Inonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
Colak, Mehmet Cengiz
Disli, Olcay Murat
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Inonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
Disli, Olcay Murat
Battaloglu, Bektas
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Inonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
Battaloglu, Bektas
Colak, Cemil
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Inonu Univ, Tip Fak, Dept Biostat, Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
机构:
Calif State Univ Long Beach, Dept Comp Engn & Comp Sci, Long Beach, CA 90840 USACalif State Univ Long Beach, Dept Comp Engn & Comp Sci, Long Beach, CA 90840 USA
Asgari, Shadnaz
Mehrnia, Alireza
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机构:
Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90095 USACalif State Univ Long Beach, Dept Comp Engn & Comp Sci, Long Beach, CA 90840 USA
Mehrnia, Alireza
Moussavi, Maryam
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Calif State Univ Long Beach, Dept Elect Engn, Long Beach, CA 90840 USACalif State Univ Long Beach, Dept Comp Engn & Comp Sci, Long Beach, CA 90840 USA
机构:
Univ Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, MalaysiaUniv Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, Malaysia
Abdul-Kadir, Nurul Ashikin
Safri, Norlaili Mat
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, MalaysiaUniv Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, Malaysia
Safri, Norlaili Mat
Othman, Mohd Afzan
论文数: 0引用数: 0
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Univ Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, MalaysiaUniv Teknol Malaysia, Dept Elect & Comp Engn, Fac Elect Engn, Johor Baharu 81310, Johor, Malaysia
机构:
Inonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
Akca, Baris
Erdil, Nevzat
论文数: 0引用数: 0
h-index: 0
机构:
Inonu Univ, Turgut Ozal Med Ctr, Dept Cardiovasc Surg, Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
Erdil, Nevzat
Colak, Mehmet Cengiz
论文数: 0引用数: 0
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机构:
Inonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
Colak, Mehmet Cengiz
Disli, Olcay Murat
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Inonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
Disli, Olcay Murat
Battaloglu, Bektas
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Inonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
Battaloglu, Bektas
Colak, Cemil
论文数: 0引用数: 0
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机构:
Inonu Univ, Tip Fak, Dept Biostat, Malatya, TurkeyInonu Univ, Tip Fak, Dept Cardiovasc Surg, Elazig Yolu 11 Km Battalgazi, TR-44280 Malatya, Turkey
机构:
Calif State Univ Long Beach, Dept Comp Engn & Comp Sci, Long Beach, CA 90840 USACalif State Univ Long Beach, Dept Comp Engn & Comp Sci, Long Beach, CA 90840 USA
Asgari, Shadnaz
Mehrnia, Alireza
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90095 USACalif State Univ Long Beach, Dept Comp Engn & Comp Sci, Long Beach, CA 90840 USA
Mehrnia, Alireza
Moussavi, Maryam
论文数: 0引用数: 0
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机构:
Calif State Univ Long Beach, Dept Elect Engn, Long Beach, CA 90840 USACalif State Univ Long Beach, Dept Comp Engn & Comp Sci, Long Beach, CA 90840 USA