Narrative Review of Machine Learning in Rheumatic and Musculoskeletal Diseases for Clinicians and Researchers: Biases, Goals, and Future Directions
被引:10
作者:
Nelson, Amanda E.
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机构:
Univ N Carolina, Dept Med, Div Rheumatol Allergy & Immunol, Chapel Hill, NC 27515 USAUniv N Carolina, Dept Med, Div Rheumatol Allergy & Immunol, Chapel Hill, NC 27515 USA
Nelson, Amanda E.
[1
]
Arbeeva, Liubov
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h-index: 0
机构:
Univ N Carolina, Thurston Arthrit Res Ctr, Chapel Hill, NC 27515 USAUniv N Carolina, Dept Med, Div Rheumatol Allergy & Immunol, Chapel Hill, NC 27515 USA
Arbeeva, Liubov
[2
]
机构:
[1] Univ N Carolina, Dept Med, Div Rheumatol Allergy & Immunol, Chapel Hill, NC 27515 USA
[2] Univ N Carolina, Thurston Arthrit Res Ctr, Chapel Hill, NC 27515 USA
There has been rapid growth in the use of artificial intelligence (AI) analytics in medicine in recent years, including in rheumatic and musculoskeletal diseases (RMDs). Such methods represent a challenge to clinicians, patients, and researchers, given the " black box" nature of most algorithms, the unfamiliarity of the terms, and the lack of awareness of potential issues around these analyses. Therefore, this review aims to introduce this subject area in a way that is relevant and meaningful to clinicians and researchers. We hope to provide some insights into relevant strengths and limitations, reporting guidelines, as well as recent examples of such analyses in key areas, with a focus on lessons learned and future directions in diagnosis, phenotyping, prognosis, and precision medicine in RMDs.
机构:
Departments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TNDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Denny J.C.
Rutter J.L.
论文数: 0引用数: 0
h-index: 0
机构:
National Center for Advancing Translational Sciences, Bethesda, MDDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Rutter J.L.
Goldstein D.B.
论文数: 0引用数: 0
h-index: 0
机构:
Research Program, National Institutes of Health, Bethesda, MD
Institute for Genomic Medicine, Department of Neurology, Columbia University Irving Medical Center, New YorkDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Goldstein D.B.
Philippakis A.
论文数: 0引用数: 0
h-index: 0
机构:
Broad Institute, CambridgeDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Philippakis A.
Smoller J.W.
论文数: 0引用数: 0
h-index: 0
机构:
Broad Institute, Cambridge
Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Boston, MADepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Smoller J.W.
Jenkins G.
论文数: 0引用数: 0
h-index: 0
机构:
Departments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TNDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Jenkins G.
Dishman E.
论文数: 0引用数: 0
h-index: 0
机构:
Research Program, National Institutes of Health, Bethesda, MDDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
机构:
Univ Toronto, Dept Philosophy, Toronto, ON, Canada
Univ Toronto, Dept Stat Sci, Toronto, ON, Canada
INSEAD, Singapore, SingaporeUniv Toronto, Dept Philosophy, Toronto, ON, Canada
Babic, Boris
Gerke, Sara
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Dickinson Law, Carlisle, PA USA
Harvard Law Sch, Project Precis Med Artificial Intelligence & Law, Petrie Flom Ctr Hlth Law Policy Biotechnol & Bioe, Cambridge, MA 02138 USAUniv Toronto, Dept Philosophy, Toronto, ON, Canada
Gerke, Sara
Evgeniou, Theodoros
论文数: 0引用数: 0
h-index: 0
机构:
INSEAD, Fontainebleau, FranceUniv Toronto, Dept Philosophy, Toronto, ON, Canada
Evgeniou, Theodoros
Cohen, I. Glenn
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Law Sch, Project Precis Med Artificial Intelligence & Law, Petrie Flom Ctr Hlth Law Policy Biotechnol & Bioe, Cambridge, MA 02138 USA
Harvard Law Sch, Cambridge, MA 02138 USAUniv Toronto, Dept Philosophy, Toronto, ON, Canada
机构:
Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
Badger, Jonathan
LaRose, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
LaRose, Eric
Mayer, John
论文数: 0引用数: 0
h-index: 0
机构:
Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
Mayer, John
Bashiri, Fereshteh
论文数: 0引用数: 0
h-index: 0
机构:
Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
Bashiri, Fereshteh
Page, David
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI USA
Univ Wisconsin, Dept Comp Sci, 1210 W Dayton St, Madison, WI 53706 USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
Page, David
Peissig, Peggy
论文数: 0引用数: 0
h-index: 0
机构:
Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
机构:
Hacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, TurkeyHacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, Turkey
Batu, Ezgi Deniz
Kaya Akca, Ummusen
论文数: 0引用数: 0
h-index: 0
机构:
Hacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, TurkeyHacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, Turkey
Kaya Akca, Ummusen
Basaran, Ozge
论文数: 0引用数: 0
h-index: 0
机构:
Hacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, TurkeyHacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, Turkey
Basaran, Ozge
Bilginer, Yelda
论文数: 0引用数: 0
h-index: 0
机构:
Hacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, TurkeyHacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, Turkey
Bilginer, Yelda
Ozen, Seza
论文数: 0引用数: 0
h-index: 0
机构:
Hacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, TurkeyHacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, Turkey
机构:
Departments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TNDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Denny J.C.
Rutter J.L.
论文数: 0引用数: 0
h-index: 0
机构:
National Center for Advancing Translational Sciences, Bethesda, MDDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Rutter J.L.
Goldstein D.B.
论文数: 0引用数: 0
h-index: 0
机构:
Research Program, National Institutes of Health, Bethesda, MD
Institute for Genomic Medicine, Department of Neurology, Columbia University Irving Medical Center, New YorkDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Goldstein D.B.
Philippakis A.
论文数: 0引用数: 0
h-index: 0
机构:
Broad Institute, CambridgeDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Philippakis A.
Smoller J.W.
论文数: 0引用数: 0
h-index: 0
机构:
Broad Institute, Cambridge
Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Boston, MADepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Smoller J.W.
Jenkins G.
论文数: 0引用数: 0
h-index: 0
机构:
Departments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TNDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Jenkins G.
Dishman E.
论文数: 0引用数: 0
h-index: 0
机构:
Research Program, National Institutes of Health, Bethesda, MDDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
机构:
Univ Toronto, Dept Philosophy, Toronto, ON, Canada
Univ Toronto, Dept Stat Sci, Toronto, ON, Canada
INSEAD, Singapore, SingaporeUniv Toronto, Dept Philosophy, Toronto, ON, Canada
Babic, Boris
Gerke, Sara
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Dickinson Law, Carlisle, PA USA
Harvard Law Sch, Project Precis Med Artificial Intelligence & Law, Petrie Flom Ctr Hlth Law Policy Biotechnol & Bioe, Cambridge, MA 02138 USAUniv Toronto, Dept Philosophy, Toronto, ON, Canada
Gerke, Sara
Evgeniou, Theodoros
论文数: 0引用数: 0
h-index: 0
机构:
INSEAD, Fontainebleau, FranceUniv Toronto, Dept Philosophy, Toronto, ON, Canada
Evgeniou, Theodoros
Cohen, I. Glenn
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Law Sch, Project Precis Med Artificial Intelligence & Law, Petrie Flom Ctr Hlth Law Policy Biotechnol & Bioe, Cambridge, MA 02138 USA
Harvard Law Sch, Cambridge, MA 02138 USAUniv Toronto, Dept Philosophy, Toronto, ON, Canada
机构:
Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
Badger, Jonathan
LaRose, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
LaRose, Eric
Mayer, John
论文数: 0引用数: 0
h-index: 0
机构:
Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
Mayer, John
Bashiri, Fereshteh
论文数: 0引用数: 0
h-index: 0
机构:
Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
Bashiri, Fereshteh
Page, David
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI USA
Univ Wisconsin, Dept Comp Sci, 1210 W Dayton St, Madison, WI 53706 USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
Page, David
Peissig, Peggy
论文数: 0引用数: 0
h-index: 0
机构:
Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USAMarshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI 54449 USA
机构:
Hacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, TurkeyHacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, Turkey
Batu, Ezgi Deniz
Kaya Akca, Ummusen
论文数: 0引用数: 0
h-index: 0
机构:
Hacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, TurkeyHacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, Turkey
Kaya Akca, Ummusen
Basaran, Ozge
论文数: 0引用数: 0
h-index: 0
机构:
Hacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, TurkeyHacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, Turkey
Basaran, Ozge
Bilginer, Yelda
论文数: 0引用数: 0
h-index: 0
机构:
Hacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, TurkeyHacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, Turkey
Bilginer, Yelda
Ozen, Seza
论文数: 0引用数: 0
h-index: 0
机构:
Hacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, TurkeyHacettepe Univ, Div Rheumatol, Dept Pediat, Fac Med, TR-06100 Ankara, Turkey