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. 2020 Apr 28;22(4):e17883. doi: 10.2196/17883

Table 2.

Summary of habit strength, medication adherence measures, and outcomes in the included studies.

Source Habit strength measure Adherence scale and rates Relationship between habit strength and adherence rates
Bolman et al [16]
  • SRHIa

  • MARSb

  • Correlation r=0.61; P<.001

Burns et al [14]
  • Self-report behavioral automaticity index

  • Did you ever forget to take your medication? on a 5-point scale

  • Depressive symptoms: beta=.08; P<.001; 95% CI 0.04 to 0.12

  • Diabetes distress: beta=.09; P<.001; 95% CI 0.04 to 0.12

  • Major depressive syndrome: beta=.07; P<.001; 95% CI 0.03 to 0.11

Durand et al [19]
  • Self-report behavioral automaticity index

  • Overall adherent range: 58.9%-79.7%

  • MARS: 36.7% nonadherent

  • MMASc: 41.1% nonadherent

  • Prescription refill: 79.7% adherent

  • Urine assay

  • Total nonadherence, 2.1%

  • Partial nonadherence, 23.8%

  • MARS: correlation r=0.36d; P<.001

  • MMAS: correlation r=0.35d; P<.001

  • Prescription refill: correlation r=0.08

  • Urine assay: correlation r=−0.02

  • Adherence composite: correlation r=0.36; P<.001

  • Hierarchical regression analysis: beta=.44; P<.001; adjusted. R2=0.22, ΔR2=0.19; ; P<.001

  • Unintentional adherence: beta=−.45; t203=−7.04; P<.001

  • Intentional adherence: beta=−.22; t203=−3.08; P<.01

Guenette et al [8]
  • SRHI

  • About 71% scoring high (at least 5/6)

  • Mea

  • MMAS-8 modified French version

  • 45% high adherence

  • 40.7% medium adherence

  • 14.3% low adherence

  • Adjusted ORe 1.65; 95% CI 1.35 to 2.03; P<.001

Hooa et al [10]
  • Multiplicative product of behavior frequency and context stability

  • Electronic pill bottles

  • 47.30% median adherence

  • 4.9% low adherence

  • 80.5% variable adherence

  • 14.6% high adherence


  • Overall cohort: R=0.40; 95% CI 0.36 to 0.44; beta=.30; 95% CI −1.04 to 1.65

  • Adherence consistently low: R=0.24; 95% CI 0.04 to 0.44; beta=3.03; 95% CI −9.68 to 15.76

  • Variable adherence: R=0.45; 95% CI 0.41 to 0.49; beta=.08; 95% CI −1.44 to 1.60

  • Adherence consistently high: R=0.20; 95% CI 0.13 to 0.27; beta=.61; 95% CI −1.90 to 3.13

Hoob et al [9]
  • Self-report behavioral automaticity index

  • Chipped nebulizer

  • 75.4% low adherence

  • 13.1% medium adherence

  • 11.5% high adherence

  • Median habit strength in different subgroups:

    • Low adherence: 9.0, IQR 4.8-12.0

    • Moderate adherence: 14.5, IQR 11.3-18.3

    • High adherence: 18.0, IQR 14.0-20.0

    • All significantly correlated with adherence levels, P<.001

Murphy et al [20]
  • Self-report behavioral automaticity index

  • Mean habit strength per number OCPf missed per month

  • MARS

  • Mean MARS score per number of OCP missed per month:

  • Never: 5.85

  • Once: 7.49

  • Twice or more: 10.12

  • Correlation r=−0.24g; P<.001

Phillips et al [7]
  • Self-report habit index, with 4 additional questions

  • MARS, MMAS, MEMSh

  • Mean adherence

  • MMAS=0.80

  • MEMS timing adherence=76%

  • MEMS dosing adherence=96%

  • Bivariate relationship (correlations):

    • MARS: 0.37

    • MMAS: 0.26

    • MEMS dose frequency: 0.42

    • MEMS dose timing: 0.49

  • Hierarchical regression analysis:

    • MARS: ΔR2=0.11; P<.01

    • MMAS: ΔR2=0.06; P=.04

    • MEMS frequency: ΔR2=0.17; P<.001

    • MEMS timing: ΔR2=0.27; P<.001

  • Unintentional nonadherence: beta=−.32; t66=−2.55; P=.01

  • Intentional nonadherence: beta=−.23; t66=−1.82; P<.07

Phillips et al [21]
  • Self-report behavioral automaticity index

  • Mean medication-taking habit strength 3.75

  • MARS and MEMS

  • Mean adherence:

  • MARS=4.66

  • Self-reported intentional nonadherence=1.24

  • Self-reported unintentional nonadherence=1.76

  • MEMS % days adherent=76.19

  • MEMS % doses on time=60.68

  • Bivariate correlations:

    • MARS: 0.40, P<.001

    • Self-reported intentional nonadherence: −0.34; P<.001

    • Self-reported unintentional nonadherence: −0.41; P<.001

    • MEMS % days adherent: 0.37; P<.001

    • MEMS % doses on time: 0.40; P<.001

  • MARS (with control variables): beta=0.15; β=.32; P<.001

  • MEMS (with control variables): beta=8.57; β=.32; P<.01

Thorneloe et al [22]
  • Self-report habit index

  • Mean 41.5 for self-administered systemic therapy

  • MARS

  • Overall:

  • 22.4%, nonadherent

  • 12% intentional

  • 10.9% unintentional

  • Conventional:

  • 29.2% overall

  • 15.3% intentional

  • 14.5% unintentional

  • Biologic:

  • 16.4% overall

  • 9.1% intentional

  • 7.7% unintentional

  • Multivariable regression model:

    • 0.94 overall nonadherence: 95% CI 0.91 to 0.97

    • 0.95 intentional nonadherence: 95% CI 0.92 to 0.98

    • 0.92 unintentional nonadherence: 95% CI 0.89 to 0.96

Voils et al [23]
  • Product of frequency and mean of 5 situational consistency items

  • Patient rating and MMAS-8

  • 60% nonadherent


  • Extent of nonadherence: correlation r=−0.39; P<.001

aSRHI: self-report habit index.

bMARS: medication adherence report scale.

cMMAS: Morisky medication adherence scale.

dZ-scores averaged. So greater MARS and MMAS scores represented greater nonadherence.

eOR: odds ratio.

fOCP: oral contraceptive pill.

gNegative because lower MARS score represents better adherence.

hMEMS: medication event monitoring system.