Monitoring prescribing patterns using regression and electronic health records
被引:6
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作者:
Backenroth, Daniel
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机构:
Columbia Univ, Mailman Sch Publ Hlth, 722 West 168th St,633, New York, NY 10032 USAColumbia Univ, Mailman Sch Publ Hlth, 722 West 168th St,633, New York, NY 10032 USA
Backenroth, Daniel
[1
]
Chase, Herbert S.
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机构:
Columbia Univ, Dept Biomed Informat, 622 West 168th St,PH-20, New York, NY 10032 USAColumbia Univ, Mailman Sch Publ Hlth, 722 West 168th St,633, New York, NY 10032 USA
Chase, Herbert S.
[2
]
Wei, Ying
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机构:
Columbia Univ, Mailman Sch Publ Hlth, 722 West 168th St,633, New York, NY 10032 USAColumbia Univ, Mailman Sch Publ Hlth, 722 West 168th St,633, New York, NY 10032 USA
Wei, Ying
[1
]
Friedman, Carol
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h-index: 0
机构:
Columbia Univ, Dept Biomed Informat, 622 West 168th St,PH-20, New York, NY 10032 USAColumbia Univ, Mailman Sch Publ Hlth, 722 West 168th St,633, New York, NY 10032 USA
Friedman, Carol
[2
]
机构:
[1] Columbia Univ, Mailman Sch Publ Hlth, 722 West 168th St,633, New York, NY 10032 USA
[2] Columbia Univ, Dept Biomed Informat, 622 West 168th St,PH-20, New York, NY 10032 USA
Health care quality control;
Electronic health records;
Prescribing patterns;
D O I:
10.1186/s12911-017-0575-5
中图分类号:
R-058 [];
学科分类号:
摘要:
Background: It is beneficial for health care institutions to monitor physician prescribing patterns to ensure that high-quality and cost-effective care is being provided to patients. However, detecting treatment patterns within an institution is challenging, given that medications and conditions are often not explicitly linked in the health record. Here we demonstrate the use of statistical methods together with data from the electronic health care record (EHR) to analyze prescribing patterns at an institution. Methods: As a demonstration of our method, which is based on regression, we collect EHR data from outpatient notes and use a case/control study design to determine the medications that are associated with hypertension. We also use regression to determine which conditions are associated with a preferential use of one or more classes of hypertension agents. Finally, we compare our method to methods based on tabulation. Results: Our results show that regression methods provide more reasonable and useful results than tabulation, and successfully distinguish between medications that treat hypertension and medications that do not. These methods also provide insight into in which circumstances certain drugs are preferred over others. Conclusions: Our method can be used by health care institutions to monitor physician prescribing patterns and ensure the appropriateness of treatment.
机构:
Israel Def Forces, Med Corps, Tel Aviv, Israel
Tel Aviv Univ, Sackler Fac Med, IL-69978 Tel Aviv, Israel
Wolfson Med Ctr, Diabet Unit, Holon, IsraelIsrael Def Forces, Med Corps, Tel Aviv, Israel
Bar-Dayan, Yosefa
Saed, Halil
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机构:
Israel Def Forces, Med Corps, Tel Aviv, IsraelIsrael Def Forces, Med Corps, Tel Aviv, Israel
Saed, Halil
Boaz, Mona
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h-index: 0
机构:
Wolfson Med Ctr, Diabet Unit, Holon, Israel
Wolfson Med Ctr, Epidemiol & Res Unit, Holon, IsraelIsrael Def Forces, Med Corps, Tel Aviv, Israel
Boaz, Mona
Misch, Yehudith
论文数: 0引用数: 0
h-index: 0
机构:
Israel Def Forces, Med Corps, Tel Aviv, IsraelIsrael Def Forces, Med Corps, Tel Aviv, Israel
Misch, Yehudith
Shahar, Talia
论文数: 0引用数: 0
h-index: 0
机构:
Israel Def Forces, Med Corps, Tel Aviv, IsraelIsrael Def Forces, Med Corps, Tel Aviv, Israel
Shahar, Talia
Husiascky, Ilan
论文数: 0引用数: 0
h-index: 0
机构:
Israel Def Forces, Med Corps, Tel Aviv, IsraelIsrael Def Forces, Med Corps, Tel Aviv, Israel
Husiascky, Ilan
Blumenfeld, Oren
论文数: 0引用数: 0
h-index: 0
机构:
Israel Def Forces, Med Corps, Tel Aviv, IsraelIsrael Def Forces, Med Corps, Tel Aviv, Israel
机构:
Stanford Univ, Sch Med, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Banerjee, Dipanjan
Chung, Sukyung
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机构:
Palo Alto Med Fdn, Res Inst, Palo Alto, CA 94301 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Chung, Sukyung
Wong, Eric C.
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h-index: 0
机构:
Palo Alto Med Fdn, Res Inst, Palo Alto, CA 94301 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Wong, Eric C.
Wang, Elsie J.
论文数: 0引用数: 0
h-index: 0
机构:
Palo Alto Med Fdn, Res Inst, Palo Alto, CA 94301 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Wang, Elsie J.
Stafford, Randall S.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Stanford Prevent Res Ctr, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Stafford, Randall S.
Palaniappan, Latha P.
论文数: 0引用数: 0
h-index: 0
机构:
Palo Alto Med Fdn, Res Inst, Palo Alto, CA 94301 USA
Stanford Univ, Stanford Prevent Res Ctr, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
机构:
Univ Calif San Francisco, Ctr Vulnerable Populat, Dept Med, Div Gen Internal Med, 1001 Potrero Ave,Box 1364, San Francisco, CA 94143 USAUniv Calif San Francisco, Ctr Vulnerable Populat, Dept Med, Div Gen Internal Med, 1001 Potrero Ave,Box 1364, San Francisco, CA 94143 USA
Ratanawongsa, Neda
Chan, Lenny L. S.
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机构:
San Francisco Dept Publ Hlth, 1001 Potrero Ave, San Francisco, CA 94110 USAUniv Calif San Francisco, Ctr Vulnerable Populat, Dept Med, Div Gen Internal Med, 1001 Potrero Ave,Box 1364, San Francisco, CA 94143 USA
Chan, Lenny L. S.
Fouts, Michelle M.
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机构:
Laguna Honda Hosp & Rehabil Ctr, 375 Laguna Honda Blvd, San Francisco, CA 94110 USAUniv Calif San Francisco, Ctr Vulnerable Populat, Dept Med, Div Gen Internal Med, 1001 Potrero Ave,Box 1364, San Francisco, CA 94143 USA
Fouts, Michelle M.
Murphy, Elizabeth J.
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机构:
Univ Calif San Francisco, Dept Med, Div Endocrinol, 1001 Potrero Ave,Box 0862, San Francisco, CA 94143 USAUniv Calif San Francisco, Ctr Vulnerable Populat, Dept Med, Div Gen Internal Med, 1001 Potrero Ave,Box 1364, San Francisco, CA 94143 USA