Machine learning, artificial intelligence and mechanical circulatory support : A primer for clinicians
Copyright © 2021 International Society for Heart and Lung Transplantation. Published by Elsevier Inc. All rights reserved..
Artificial intelligence (AI) refers to the ability of machines to perform intelligent tasks, and machine learning (ML) is a subset of AI describing the ability of machines to learn independently and make accurate predictions. The application of AI combined with "big data" from the electronic health records, is poised to impact how we take care of patients. In recent years, an expanding body of literature has been published using ML in cardiovascular health care, including mechanical circulatory support (MCS). This primer article provides an overview for clinicians on relevant concepts of ML and AI, reviews predictive modeling concepts in ML and provides contextual reference to how AI is being adapted in the field of MCS. Lastly, it explains how these methods could be incorporated in the practices of medicine to improve patient outcomes.
| Medienart: |
E-Artikel |
|---|
| Erscheinungsjahr: |
2021 |
|---|---|
| Erschienen: |
2021 |
| Enthalten in: |
Zur Gesamtaufnahme - volume:40 |
|---|---|
| Enthalten in: |
The Journal of heart and lung transplantation : the official publication of the International Society for Heart Transplantation - 40(2021), 6 vom: 25. Juni, Seite 414-425 |
| Sprache: |
Englisch |
|---|
| Beteiligte Personen: |
Kanwar, Manreet K [VerfasserIn] |
|---|
| Links: |
|---|
| Themen: |
Artificial intelligence |
|---|
| Anmerkungen: |
Date Completed 31.01.2022 Date Revised 31.01.2022 published: Print-Electronic Citation Status MEDLINE |
|---|
| doi: |
10.1016/j.healun.2021.02.016 |
|---|
| funding: |
|
|---|---|
| Förderinstitution / Projekttitel: |
|
| PPN (Katalog-ID): |
NLM323313663 |
|---|
| LEADER | 01000naa a22002652 4500 | ||
|---|---|---|---|
| 001 | NLM323313663 | ||
| 003 | DE-627 | ||
| 005 | 20231225183921.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 231225s2021 xx |||||o 00| ||eng c | ||
| 024 | 7 | |a 10.1016/j.healun.2021.02.016 |2 doi | |
| 028 | 5 | 2 | |a pubmed24n1077.xml |
| 035 | |a (DE-627)NLM323313663 | ||
| 035 | |a (NLM)33775520 | ||
| 035 | |a (PII)S1053-2498(21)02202-6 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rakwb | ||
| 041 | |a eng | ||
| 100 | 1 | |a Kanwar, Manreet K |e verfasserin |4 aut | |
| 245 | 1 | 0 | |a Machine learning, artificial intelligence and mechanical circulatory support |b A primer for clinicians |
| 264 | 1 | |c 2021 | |
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a ƒaComputermedien |b c |2 rdamedia | ||
| 338 | |a ƒa Online-Ressource |b cr |2 rdacarrier | ||
| 500 | |a Date Completed 31.01.2022 | ||
| 500 | |a Date Revised 31.01.2022 | ||
| 500 | |a published: Print-Electronic | ||
| 500 | |a Citation Status MEDLINE | ||
| 520 | |a Copyright © 2021 International Society for Heart and Lung Transplantation. Published by Elsevier Inc. All rights reserved. | ||
| 520 | |a Artificial intelligence (AI) refers to the ability of machines to perform intelligent tasks, and machine learning (ML) is a subset of AI describing the ability of machines to learn independently and make accurate predictions. The application of AI combined with "big data" from the electronic health records, is poised to impact how we take care of patients. In recent years, an expanding body of literature has been published using ML in cardiovascular health care, including mechanical circulatory support (MCS). This primer article provides an overview for clinicians on relevant concepts of ML and AI, reviews predictive modeling concepts in ML and provides contextual reference to how AI is being adapted in the field of MCS. Lastly, it explains how these methods could be incorporated in the practices of medicine to improve patient outcomes | ||
| 650 | 4 | |a Editorial | |
| 650 | 4 | |a LVADs | |
| 650 | 4 | |a artificial intelligence | |
| 650 | 4 | |a clinical outcomes | |
| 650 | 4 | |a heart failure | |
| 650 | 4 | |a machine learning | |
| 650 | 4 | |a mechanical circulatory support | |
| 700 | 1 | |a Kilic, Arman |e verfasserin |4 aut | |
| 700 | 1 | |a Mehra, Mandeep R |e verfasserin |4 aut | |
| 773 | 0 | 8 | |i Enthalten in |t The Journal of heart and lung transplantation : the official publication of the International Society for Heart Transplantation |d 1993 |g 40(2021), 6 vom: 25. Juni, Seite 414-425 |w (DE-627)NLM012612367 |x 1557-3117 |7 nnns |
| 773 | 1 | 8 | |g volume:40 |g year:2021 |g number:6 |g day:25 |g month:06 |g pages:414-425 |
| 856 | 4 | 0 | |u http://dx.doi.org/10.1016/j.healun.2021.02.016 |3 Volltext |
| 912 | |a GBV_USEFLAG_A | ||
| 912 | |a GBV_NLM | ||
| 951 | |a AR | ||
| 952 | |d 40 |j 2021 |e 6 |b 25 |c 06 |h 414-425 | ||