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. 2020 May 28;22(5):e13866. doi: 10.2196/13866

Table 2.

Univariate and multivariate logistic models of willingness to use personal health records (PHRs).

Characteristic Univariate model (N=2307) Multivariate model (n=2020)

Odds ratio (95% CI) P value Odds ratio (95% CI) P value
(Intercept)

0.06 (0.03-0.10) <.001
Gender (male vs female) 1.81 (1.51-2.16) <.001 1.52 (1.22-1.90) <.001
Age (≥60 years vs <60) 0.36 (0.30-0.44) <.001 N/Aa
Employment status (employed vs not employed) 2.58 (2.15-3.08) <.001 1.30 (1.03-1.64) .03
Medical history (yes vs no)




Hypertension 0.81 (0.68-0.96) .02 N/Aa

Diabetes 1.15 (0.95-1.38) .15 N/Ab

Dyslipidemia 1.38 (1.11-1.71) .004 1.25 (0.97-1.62) .09

Angina pectoris or myocardial infarction 0.91 (0.69-1.20) .52 N/Ab

Arrhythmia 1.02 (0.75-1.38) .90 N/Ab

Kidney disease 1.01 (0.71-1.46) .94 N/Ab

Hyperuricemia 1.43 (0.99-2.06) .054 N/Aa

Cerebrovascular disorder 0.74 (0.50-1.09) .13 N/Ab

Hospitalization experience 0.86 (0.72-1.03) .10 N/Ab

Metabolic syndrome 1.73 (1.41-2.12) <.001 N/Aa
What patients considered important for their health management (yes vs no)



Exercise 1.98 (1.51-2.61) <.001 1.57 (1.12-2.21) .009

Diet 1.84 (1.34-2.52) <.001 N/Aa

Sleep 1.39 (1.15-1.69) <.001 N/Aa

Prescription drugs 0.95 (0.80-1.13) .60 N/Ab

Over-the-counter drugs 0.73 (0.38-1.39) .34 N/Ab

Health food and supplements 0.79 (0.58-1.08) .15 N/Ab
What patients were willing to incorporate into daily life in managing health (yes vs no)


Exercise 1.19 (0.99-1.42) .06 N/Aa

Diet 1.12 (0.89-1.41) .34 N/Ab

Sleep 1.07 (0.90-1.27) .46 N/Ab

Prescription drugs 1.09 (0.91-1.30) .34 N/Ab

Over-the-counter drugs 1.37 (0.69-2.69) .37 N/Ab

Health food and supplements 0.99 (0.75-1.30) .94 N/Ab
Health information sources (yes vs no)




Doctors 1.37 (1.07-1.75) .01 1.36 (1.01-1.83) .04

Nurses 1.06 (0.78-1.42) .72 N/Ab

Pharmacists 1.45 (1.16-1.82) .001 1.63 (1.24-2.13) <.001

Dieticians 1.45 (0.96-2.20) .08 N/Aa

Acquaintances 1.05 (0.80-1.38) .73 N/Ab

Family 1.22 (0.95-1.57) .12 N/Ab

Books or magazines 1.35 (1.09-1.67) .006 1.23 (0.96-1.59) .10

Newspapers 0.93 (0.74-1.15) .49 N/Ab

Television 0.97 (0.81-1.16) .74 N/Ab

Internet 3.98 (3.29-4.82) <.001 1.45 (1.13-1.87) .004
Understanding of one’s diseases (yes vs no)




Understanding one’s diseases or symptoms well 2.61 (1.84-3.70) <.001 1.37 (0.92-2.05) .13

Understanding treatment methods well 1.39 (1.16-1.67) <.001 N/Aa

Understanding how to deal with deterioration of health 1.30 (1.07-1.58) .008 N/Aa

Entrusting doctors with disease and health-related matters 0.81 (0.68-0.97) .02 1.21 (0.98-1.51) .08

Not paying much attention to one’s disease 0.60 (0.40-0.90) .01 N/Aa
Information terminals (yes vs no)




Personal computer 3.54 (2.95-4.25) <.001 1.85 (1.46-2.35) <.001

Smartphone 4.19 (3.48-5.04) <.001 2.04 (1.61-2.59) <.001

Basic cell phone 0.63 (0.52-0.77) <.001 N/Aa

Tablet device 3.44 (2.65-4.47) <.001 1.36 (0.99-1.86) .06
Number of regularly prescribed medications (≥3 vs <3) 0.75 (0.62-0.91) .003 N/Aa
Number of doses per day (≥2 vs <2) 0.80 (0.67-0.96) .02 N/Aa
Monthly visit frequency to a pharmacy (≥2 vs <2) 1.10 (0.88-1.38) .41 N/Ab
Medication adherence (good vs poor) 0.76 (0.62-0.94) .010 N/Aa
Experience using a PHR (yes vs no) 30.30 (15.90-57.80) <.001 16.60 (8.52-32.20) <.001

aN/A: not applicable; variables were considered candidates in the multivariate analyses (P<.10) but were discarded from the final model.

bN/A: not applicable; variables were not considered candidates for explanatory variables in multivariate analyses (P>.10).