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. Author manuscript; available in PMC: 2019 Dec 1.
Published in final edited form as: Int J Med Inform. 2018 Sep 19;120:1–7. doi: 10.1016/j.ijmedinf.2018.09.016

Table 1:

Performance of heart failure computable phenotype algorithms compared to validated heart failure in Olmsted County, Minnesota, 2010–2012 (N=76,254)

Sensitivity Specificity PPV NPV
Algorithm Rate % Rate % Rate % Rate %

1 ≥1 HF code* 1733/2
201
78.
7
73257/74
053
98.
9
1733/25
29
68.
5
73257/7
3725
99.
4
2 ≥1 HF code + any HF
medication
1479/2
201
67.
2
73485/74
053
99.
2
1479/20
47
72.
3
73485/7
4207
99.
0
3 ≥1 HF code + any HF
medication + elevated NT-
proBNP
1018/2
201
46.
3
735837/74
053
99.
7
1018/12
34
82.
5
73837/7
5020
98.
4

4 ≥2 HF codes 1357/2
201
61.
7
73698/74
053
99.
5
1357/17
12
79.
3
73698/7
4542
98.
9
5 ≥2 HF codes + any HF
medication
1234/2
201
56.
1
73757/74
053
99.
6
1234/15
30
80.
7
73757/7
4724
98.
9
6 ≥2 HF codes + any HF
medication + elevated NT-
proBNP
916/22
01
41.
6
73910/74
053
99.
8
916/105
9
86.
5
73910/7
4077
98.
3

7 ≥1 inpatient or ≥2 outpatient
HF codes
1614/2
201
73.
3
73490/74
053
99.
2
1614/21
77
74.
1
73490/7
4077
99.
2
8 ≥1 inpatient or ≥2 outpatient
HF codes + any HF
medication
1386/2
201
63.
0
73638/74
053
99.
4
1386/18
01
77.
0
73638/7
4453
98.
9
9 ≥1 inpatient or ≥2 outpatient
HF codes + any HF
medication + elevated NT-
proBNP
1000/2
201
45.
4
73870/74
053
99.
8
1000/11
83
84.
5
73870/7
5071
98.
4
*

Heart failure code is International Classification of Diseases – 9th Revision, Clinical Modification code 428.

Heart failure medications include aldosterone antagonists (eplerenone, spironolactone), HF specific beta blockers (bisoprolol, carvedilol, metoprolol succinate), loop diuretics (bumetanide, ethacrynic acid, furosemide, torsemide), digoxin, angiotensin converting enzyme inhibitors and angiotensin receptor blockers.

Elevated NT-proBNP criteria defined as >450 pg/mL; those who did not have NT-proBNP measured or had NT-proBNP <450 pg/mL did not meet this criteria.

HF, heart failure; NPV, negative predictive value; PPV, positive predictive value.