Validation of claims-based algorithms for pulmonary arterial hypertension
被引:23
|
作者:
Papani, Ravikanth
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USAUniv Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USA
Papani, Ravikanth
[1
]
Sharma, Gulshan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USAUniv Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USA
Sharma, Gulshan
[1
]
Agarwal, Amitesh
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Coll Med, Div Pulm Crit Care & Sleep Med, Jacksonville, FL USAUniv Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USA
Agarwal, Amitesh
[2
]
Callahan, Sean J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Virginia, Sch Med, Div Pulm & Crit Care Med, Charlottesville, VA 22908 USAUniv Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USA
Callahan, Sean J.
[3
]
Chan, Winston J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Med Branch, Dept Prevent Med & Community Hlth, Off Biostat, Galveston, TX 77555 USAUniv Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USA
Chan, Winston J.
[4
]
Kuo, Yong-Fang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Med Branch, Dept Prevent Med & Community Hlth, Off Biostat, Galveston, TX 77555 USAUniv Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USA
Kuo, Yong-Fang
[4
]
Shim, Yun M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Virginia, Sch Med, Div Pulm & Crit Care Med, Charlottesville, VA 22908 USAUniv Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USA
Shim, Yun M.
[3
]
Mihalek, Andrew D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Virginia, Sch Med, Div Pulm & Crit Care Med, Charlottesville, VA 22908 USAUniv Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USA
Mihalek, Andrew D.
[3
]
Duarte, Alexander G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USAUniv Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USA
Duarte, Alexander G.
[1
]
机构:
[1] Univ Texas Med Branch, Div Pulm Crit Care & Sleep Med, John Sealy Annex 5-140,301 Univ Blvd, Galveston, TX 77555 USA
[2] Univ Florida, Coll Med, Div Pulm Crit Care & Sleep Med, Jacksonville, FL USA
[3] Univ Virginia, Sch Med, Div Pulm & Crit Care Med, Charlottesville, VA 22908 USA
[4] Univ Texas Med Branch, Dept Prevent Med & Community Hlth, Off Biostat, Galveston, TX 77555 USA
Administrative claims studies do not adequately distinguish pulmonary arterial hypertension (PAH) from other forms of pulmonary hypertension (PH). Our aim is to develop and validate a set of algorithms using International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) codes and electronic medical records (EMR), to identify patients with PAH. From January 2012 to August 2015, the EMRs of patients with ICD-9-CM codes for PH with an outpatient visit at the University of Texas Medical Branch were reviewed. Patients were divided into PAH or non-PAH groups according to EMR encounter diagnosis. Patient demographics, echocardiography, right heart catheterization (RHC) results, and PAH-specific therapies were assessed. RHC measurements were reviewed to categorize cases as hemodynamically determined PAH or not PAH. Weighted sensitivity, specificity, and positive and negative predictive values were calculated for the developed algorithms. A logistic regression analysis was conducted to determine how well the algorithms performed. External validation was performed at the University of Virginia Health System. The cohort for the development algorithms consisted of 683 patients with PH, PAH group (n=191) and non-PAH group (n=492). A hemodynamic diagnosis of PAH determined by RHC was recorded in the PAH (26%) and non-PAH (3%) groups. The positive predictive value for the algorithm that included ICD-9-CM and PAH-specific medications was 66.9% and sensitivity was 28.2% with a c-statistic of 0.66. The positive predictive value for the EMR-based algorithm that included ICD-9-CM, EMR encounter diagnosis, echocardiography, RHC, and PAH-specific medication was 69.4% and a c-statistic of 0.87. A validation cohort of 177 patients with PH examined from August 2015 to August 2016 using EMR-based algorithms yielded a similar positive predictive value of 62.5%. In conclusion, claims-based algorithms that included ICD-9-CM codes, EMR encounter diagnosis, echocardiography, RHC, and PAH-specific medications better-identified patients with PAH than ICD-9-CM codes alone.
机构:
Harvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Boston, MA 02115 USAHarvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Boston, MA 02115 USA
Lee, Hemin
Cho, Soo-Kyung
论文数: 0引用数: 0
h-index: 0
机构:
Hanyang Univ, Hosp Rheumat Dis, Seoul, South KoreaHarvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Boston, MA 02115 USA
Cho, Soo-Kyung
Bessette, Lily Gui
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Boston, MA 02115 USAHarvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Boston, MA 02115 USA
Bessette, Lily Gui
He, Mengdong
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Boston, MA 02115 USAHarvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Boston, MA 02115 USA
He, Mengdong
Merola, Joseph F.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Brigham & Womens Hosp, Boston, MA 02115 USAHarvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Boston, MA 02115 USA
Merola, Joseph F.
Wegrzyn, Lani R.
论文数: 0引用数: 0
h-index: 0
机构:
AbbVie, N Chicago, IL 60064 USAHarvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Boston, MA 02115 USA
Wegrzyn, Lani R.
Kilpatrick, Ryan D.
论文数: 0引用数: 0
h-index: 0
机构:
AbbVie, N Chicago, IL 60064 USAHarvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Boston, MA 02115 USA
Kilpatrick, Ryan D.
Kim, Seoyoung C.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Brigham & Womens Hosp, Boston, MA 02115 USAHarvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Boston, MA 02115 USA
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Lee, Hemin
Ford, Julia A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Brigham & Womens Hosp, Dept Med, Div Rheumatol Immunol & Allergy, Boston, MA 02115 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Ford, Julia A.
Jin, Yinzhu
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Jin, Yinzhu
Cho, Soo-Kyung
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USA
Hanyang Univ Hosp Rheumat Dis, Dept Rheumatol, Seoul, South KoreaBrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Cho, Soo-Kyung
Santiago Ortiz, Adrian J.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Santiago Ortiz, Adrian J.
Tong, Angela Y.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Tong, Angela Y.
Kim, Seoyoung C.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USA
Harvard Med Sch, Brigham & Womens Hosp, Dept Med, Div Rheumatol Immunol & Allergy, Boston, MA 02115 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
机构:
Brigham & Womens Hosp, Div Rheumatol Immunol & Allergy, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, Div Rheumatol Immunol & Allergy, 75 Francis St, Boston, MA 02115 USA
MacFarlane, Lindsey A.
Liu, Chih-Chin
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Rheumatol Immunol & Allergy, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, Div Rheumatol Immunol & Allergy, 75 Francis St, Boston, MA 02115 USA
Liu, Chih-Chin
Solomon, Daniel H.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Rheumatol Immunol & Allergy, 75 Francis St, Boston, MA 02115 USA
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, Div Rheumatol Immunol & Allergy, 75 Francis St, Boston, MA 02115 USA
Solomon, Daniel H.
Kim, Seoyoung C.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Rheumatol Immunol & Allergy, 75 Francis St, Boston, MA 02115 USA
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, Div Rheumatol Immunol & Allergy, 75 Francis St, Boston, MA 02115 USA
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Harvard Med Sch, 1620 Tremont St,Suite 3030, Boston, MA 02120 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Lee, Hemin
He, Mengdong
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Harvard Med Sch, 1620 Tremont St,Suite 3030, Boston, MA 02120 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
He, Mengdong
Cho, Soo-Kyung
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Harvard Med Sch, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Hanyang Univ Hosp Rheumat Dis, Dept Rheumatol, Seoul, South KoreaBrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Cho, Soo-Kyung
Bessette, Lily
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Harvard Med Sch, 1620 Tremont St,Suite 3030, Boston, MA 02120 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Bessette, Lily
Tong, Angela Y.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Harvard Med Sch, 1620 Tremont St,Suite 3030, Boston, MA 02120 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Tong, Angela Y.
Merola, Joseph F.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Dept Dermatol, Brigham & Womens Hosp, Boston, MA 02120 USA
Harvard Med Sch, Brigham & Womens Hosp, Div Rheumatol Inflammat & Immun, Boston, MA 02120 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Merola, Joseph F.
Wegrzyn, Lani R.
论文数: 0引用数: 0
h-index: 0
机构:
AbbVie Inc, Global Epidemiol Pharmacovigilance & Patient Safe, N Chicago, IL USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Wegrzyn, Lani R.
Kilpatrick, Ryan D.
论文数: 0引用数: 0
h-index: 0
机构:
AbbVie Inc, Global Epidemiol Pharmacovigilance & Patient Safe, N Chicago, IL USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Kilpatrick, Ryan D.
Kim, Seoyoung C.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Harvard Med Sch, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
Harvard Med Sch, Brigham & Womens Hosp, Div Rheumatol Inflammat & Immun, Boston, MA 02120 USABrigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, 1620 Tremont St,Suite 3030, Boston, MA 02120 USA
机构:
Janssen Business Technol Commercial Data Insights, Titusville, NJ USA
Janssen Business Technol Commercial Data Insights, Titusville, NJ 08560 USAJanssen Business Technol Commercial Data Insights, Titusville, NJ USA
Hyde, Bethany
Paoli, Carly J.
论文数: 0引用数: 0
h-index: 0
机构:
Janssen Sci Affairs Inc, Titusville, NJ USAJanssen Business Technol Commercial Data Insights, Titusville, NJ USA
Paoli, Carly J.
Panjabi, Sumeet
论文数: 0引用数: 0
h-index: 0
机构:
Janssen Sci Affairs Inc, Titusville, NJ USAJanssen Business Technol Commercial Data Insights, Titusville, NJ USA
Panjabi, Sumeet
Bettencourt, Katherine C.
论文数: 0引用数: 0
h-index: 0
机构:
Actelion Pharmaceut US Inc, Titusville, NJ USAJanssen Business Technol Commercial Data Insights, Titusville, NJ USA
Bettencourt, Katherine C.
Lynum, Karimah S. Bell S.
论文数: 0引用数: 0
h-index: 0
机构:
Actelion Pharmaceut US Inc, Titusville, NJ USAJanssen Business Technol Commercial Data Insights, Titusville, NJ USA
Lynum, Karimah S. Bell S.
Selej, Mona
论文数: 0引用数: 0
h-index: 0
机构:
Janssen R&D Data Sci, South San Francisco, CA USAJanssen Business Technol Commercial Data Insights, Titusville, NJ USA
机构:
Brigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USA
Straub, Loreen
Huybrechts, Krista F.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USA
Huybrechts, Krista F.
Hernandez-Diaz, Sonia
论文数: 0引用数: 0
h-index: 0
机构:
Harvard TH Chan Sch Publ Hlth, Boston, MA USABrigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USA
Hernandez-Diaz, Sonia
Zhu, Yanmin
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USA
Zhu, Yanmin
Gray, Kathryn J.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USA
Gray, Kathryn J.
Bateman, Brian T.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Brigham & Womens Hosp, Boston, MA 02115 USABrigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USA
机构:
Harvard Med Sch, Dept Populat Med, 401 Pk Dr,Suite 401E, Boston, MA 02115 USA
Harvard Pilgrim Hlth Care Inst, 401 Pk Dr,Suite 401E, Boston, MA 02115 USA
Boston Childrens Hosp, Computat Hlth Informat Program, Boston, MA USAHarvard Med Sch, Dept Populat Med, 401 Pk Dr,Suite 401E, Boston, MA 02115 USA
Ong, Mei-Sing
Klann, Jeffrey G.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Lab Comp Sci, Boston, MA 02115 USAHarvard Med Sch, Dept Populat Med, 401 Pk Dr,Suite 401E, Boston, MA 02115 USA
Klann, Jeffrey G.
Lin, Kueiyu Joshua
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Dept Med, Boston, MA 02115 USAHarvard Med Sch, Dept Populat Med, 401 Pk Dr,Suite 401E, Boston, MA 02115 USA
Lin, Kueiyu Joshua
Maron, Bradley A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Brigham & Womens Hosp, Cardiovasc Div, Dept Med, Boston, MA 02115 USAHarvard Med Sch, Dept Populat Med, 401 Pk Dr,Suite 401E, Boston, MA 02115 USA
Maron, Bradley A.
Murphy, Shawn N.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Neurol, Boston, MA 02115 USAHarvard Med Sch, Dept Populat Med, 401 Pk Dr,Suite 401E, Boston, MA 02115 USA
Murphy, Shawn N.
Natter, Marc D.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Childrens Hosp, Computat Hlth Informat Program, Boston, MA USAHarvard Med Sch, Dept Populat Med, 401 Pk Dr,Suite 401E, Boston, MA 02115 USA
Natter, Marc D.
Mandl, Kenneth D.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Childrens Hosp, Computat Hlth Informat Program, Boston, MA USA
Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USAHarvard Med Sch, Dept Populat Med, 401 Pk Dr,Suite 401E, Boston, MA 02115 USA
Mandl, Kenneth D.
[J].
JOURNAL OF THE AMERICAN HEART ASSOCIATION,
2020,
9
(19):
机构:
United Therapeut Corp, 55 TW Alexander Dr, Res Triangle Pk, NC 27709 USAJohns Hopkins Univ, Sch Med, Baltimore, MD USA
Classi, Peter
Nelsen, Andrew C.
论文数: 0引用数: 0
h-index: 0
机构:
United Therapeut Corp, 55 TW Alexander Dr, Res Triangle Pk, NC 27709 USAJohns Hopkins Univ, Sch Med, Baltimore, MD USA
Nelsen, Andrew C.
Gordon, Kathryn
论文数: 0引用数: 0
h-index: 0
机构:
United Therapeut Corp, 55 TW Alexander Dr, Res Triangle Pk, NC 27709 USAJohns Hopkins Univ, Sch Med, Baltimore, MD USA
Gordon, Kathryn
Ventetuolo, Corey E.
论文数: 0引用数: 0
h-index: 0
机构:
Brown Univ, Alpert Med Sch, Providence, RI 02912 USA
Brown Univ, Sch Publ Hlth, Providence, RI 02912 USAJohns Hopkins Univ, Sch Med, Baltimore, MD USA