| Literature DB >> 35544323 |
Valerie Silfee1, Catherine Serio1,2, Amanda Gabarda1, Fatma Uyar-Morency1, Justin Ludwig1, Eva Szigethy3, Susan Butterworth1.
Abstract
BACKGROUND: The COVID-19 pandemic has accelerated the adoption of digital tools to support individuals struggling with their mental health. The use of a digital intervention plus human coaching ("dual" intervention) is gaining momentum in increasing overall engagement in digital cognitive behavioral interventions (dCBIs). However, there is limited insight into the methodologies and coaching models used by those deploying dual interventions. To achieve a deeper understanding, we need to identify and promote effective engagement that leads to clinical outcomes versus simply monitoring engagement metrics. Motivational interviewing (MI) is a collaborative, goal-oriented communication approach that pays particular attention to the language of change and is an effective engagement approach to help people manage mental health issues. However, this approach has been traditionally used for in-person or telephonic interventions, and less is known about the application of MI to digital interventions.Entities:
Keywords: COVID-19; cognitive behavioral therapy; digital health; mHealth; mental health; motivational interviewing
Year: 2022 PMID: 35544323 PMCID: PMC9133992 DOI: 10.2196/34552
Source DB: PubMed Journal: JMIR Form Res ISSN: 2561-326X
Five dual intervention hypotheses.
| Engagement | Hypotheses | ||
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| Hypothesis 1 (H1) | Users of a dual dCBIa (coaching plus techniques) will have greater engagement than users of a self-guided (techniques only) intervention. | |
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| Hypothesis 2 (H2) | DHCsb with a demonstrated competency in applying MIc to digital messages will have more engaged users compared to DHCs without MI proficiency, as measured by DHC-to-user message exchange ratio. | |
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| Hypothesis 3 (H3) | DHC-to-user message exchange ratio (engagement metric) will be correlated with engagement in app activities (number of techniques, days in app in 30 days). | |
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| Hypothesis 4 (H4) | DHCs with demonstrated MI proficiency will elicit a greater amount of “change talk” from users than DHCs without MI proficiency. | |
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| Hypothesis 5 (H5) | Users who were engaged by DHCs with MI proficiency will have better clinical outcomes, indicated by validated mood assessments, as compared to users engaged by DHCs without MI proficiency. | |
adCBI: digital cognitive behavioral intervention.
bDHC: digital health coach.
cMI: motivational interviewing.
Motivational interviewing competency assessment quartiles.
| MICAa Score | Quartile | Description |
| 2.0-3.9 (very low) | 1 | Below client-centered |
| 4.0-5.9 (low) | 2 | Below client-centered |
| 6.0-7.9 (medium) | 3 | Client-centered |
| 8.0-10.0 (high) | 4 | MIb proficient |
aMICA: Motivational Interviewing Competency Assessment.
bMI: motivational interviewing.
Coached versus noncoached engagement.
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| Noncoached | Coached | Statistic | |||||||
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| Users, n | 1223 | 1995 | N/Aa | N/A | |||||
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| Age (years), mean (SD) | 42 (10) | 38 (15) | 9.068 | <.001 | |||||
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| Gender, n (% female) | 773 (64) | 1556 (78) | N/A | N/A | |||||
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| Techniques, mean (SD) | 0.96 (2.77) | 5.82 (10.7) | 0.43 | <.001 | |||||
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| Days in app, mean (SD) | 3.67 (6.37) | 11.1(10.7) | 0.42 | <.001 | |||||
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| Users, n | 570 | 840 | N/A | N/A | |||||
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| Age (years), mean (SD) | 43 (10) | 39 (15) | 6.007 | <.001 | |||||
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| Gender, n (% female) | 342 (60) | 605 (72) | N/A | N/A | |||||
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| Techniques, mean (SD) | 1.23 (2.64) | 5.3 (9.1) | 0.31 | <.001 | |||||
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| Days in app, mean (SD) | 4.07 (6.9) | 10.2 (10.6) | 0.34 | <.001 | |||||
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| Users, n | 1793 | 2835 | N/A | N/A | |||||
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| Age (years), mean (SD) | 42 (10) | 39 (15) | 8.161 | <.001 | |||||
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| Gender, n (% female) | 1115 (62) | 2161 (76) | N/A | N/A | |||||
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| Techniques, mean (SD) | 1.05 (2.7) | 5.67(10.3) | 0.39 | <.001 | |||||
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| Days in app, mean (SD) | 3.8 (6.5) | 10.8 (10.7) | 0.40 | <.001 | |||||
aN/A: not applicable.
Coach quartile and average message ratio.
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| Message transcripts (N=50) | Average message ratioa | Standard deviation | Median | Correlation ratio | ||||
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| 0.79 | ||||||||
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| 1 | 10 | 3.83 | 0.99 | 3.58 |
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| 2 | 14 | 2.55 | 0.70 | 2.68 |
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| 3 | 12 | 1.95 | 0.31 | 1.94 |
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| 4 | 14 | 1.44 | 0.36 | 1.33 |
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aAverage message ratio is better when exchange number is lower.
bMICA: Motivational Interviewing Competency Assessment.
Coach engagement and app engagement.
| Coach engagement | Participants (N=1128) | Average number of techniques | Standard deviation | Median | Correlation ratio | Kruskal-Wallis test (group differences) | ||||||||||||
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| 0.28 | 92.4 | <.001 | |||||||||||||||
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| Lowa | 715 | 7.46 | 9.4 | 5 |
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| Highb | 413 | 15.56 | 18.3 | 9 |
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| 0.37 | 174.9 | <.001 | |||||||||||||||
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| Lowa | 715 | 15.43 | 9.73 | 15 |
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| Highb | 413 | 23.15 | 8.71 | 28 |
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aLow engagement=digital health coach (DHC):user message ratio>2.0
bHigh engagement=DHC:user message ratio<2.0
Change talk score by the Motivational Interviewing Competency Assessment (MICA) scorea.
| MICA score | Transcripts (N=30) | Min | 25th percentile | Median | 75th percentile | Max | Mean | Standard deviation |
| Low | 10 | 3 | 5 | 7.5 | 8 | 12 | 7.2 | 2.86 |
| Medium | 10 | 11 | 14 | 17 | 18 | 20 | 15.8 | 3.16 |
| High | 10 | 25 | 27 | 35.5 | 45 | 51 | 36.6 | 9.57 |
aKruskal-Wallis (group differences): P<.001.
Program success based on MICA quartile.
| Reduction | Yes, n (%) | No, n (%) | Overall independence | Trend | |||
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| .02 | .02 | |||||
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| MICAb quartiles 1 and 2 | 36 (46) | 43 (54) |
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| MICA quartile 3 | 37 (62) | 23 (38) |
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| MICA quartile 4 | 21 (75) | 7 (25) |
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| .03 | .006 | |||||
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| MICA quartiles 1 and 2 | 23 (41) | 33 (59) |
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| MICA quartile 3 | 20 (56) | 16 (44) |
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| MICA quartile 4 | 19 (73) | 7 (27) |
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| .06 | .16 | |||||
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| MICA quartiles 1 and 2 | 13 (57) | 10 (43) |
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| MICA quartile 3 | 17 (71) | 7 (29) |
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| MICA quartile 4 | 2 (100) | 0 (0) |
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aCMH: Cochran-Mantel-Haenszel
bMICA: Motivational Interviewing Competency Assessment.