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. Author manuscript; available in PMC: 2018 Aug 1.
Published in final edited form as: Int J Med Inform. 2017 May 10;104:56–64. doi: 10.1016/j.ijmedinf.2017.05.004

Table 3.

Multilevel Model of Perceived Utility of CDS

Explanatory Variables Model Coefficient
User-Centered Design Practices Test piloting reminders
Assessments of provider satisfaction after implementation
Formal usability assessment
Analysis of reminder impact on performance improvement
−0.19
−0.11
0.00
0.47***
Structural Characteristics Community-based clinic (vs. hospital-based)
Academic affiliate
Unique patients at the clinic (1000s)
0.20
0.12
0.00
Implementation Climate Required guideline use
Providers sometimes turn guideline prompts off
Hard to make changes because busy seeing patients
Competing demands across too many initiatives
PCP resistance to performance improvement
Local manager resistance to performance improvement
Local support staff resistance to performance improvement
0.16
−0.02
−0.07
−0.05
0.05
0.03
0.00
Available Resources IT staff sufficiency
Access to medical informatics expertise
Health IT training adequacy
0.02
−0.03
0.05
Constant 4.03
*

p< .05

**

p<.01

***

p<.001;

PCP = Primary Care Provider; IT = Information Technology