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Pilot: Digital Therapeutic vs Education for the Management of Problematic Substance Use

Pilot: Randomized Controlled Trial of an Digital Therapeutic Versus Education for the Management of Problematic Substance Use

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT04974645
Enrollment
20
Registered
2021-07-23
Start date
2021-11-03
Completion date
2022-05-18
Last updated
2024-02-02

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Alcohol Use Disorder (AUD), Substance Use Disorders

Brief summary

Prior to launching a randomized controlled trial, this pilot study will investigate the feasibility and acceptability of the administration of a diagnostic interview and collection of a biomarker test, as well as engagement and preliminary efficacy with W-SUDs and the education arm, among a sample of adults who screen positive for problematic substance use.

Interventions

DEVICEW-SUDs

Woebot (W-SUDs) is an automated conversational agent, available through a smartphone application, that delivers evidence-based psychotherapeutics, empathy, and emotional health psychoeducation.

A form of psychoeducation for those seeking treatment for their alcohol and/or substance use concern. Psychoeducation is commonly provided for those with substance use. Psychoeducation in substance use is intended to increase the users' knowledge of their substances of use, and effects on the body, behaviors, and consequences. The recipient of psychoeducation is expected to increase their own awareness of their substance use and ideally incorporate this newfound knowledge when making changes to their substance use. The information provided in this group are from factsheets found on NIAAA, NIDA, and CDC web pages.

Sponsors

Stanford University
CollaboratorOTHER
National Institute on Drug Abuse (NIDA)
CollaboratorNIH
Woebot Health
Lead SponsorINDUSTRY

Study design

Allocation
RANDOMIZED
Intervention model
PARALLEL
Primary purpose
TREATMENT
Masking
NONE

Eligibility

Sex/Gender
ALL
Age
18 Years to 65 Years
Healthy volunteers
No

Inclusion criteria

1. Have a smartphone 2. Endorse a substance use concern 3. Be between 18 and 65 years of age 4. Be available and committed to engage with the Woebot app 5. Be literate in English.(This is required for inclusion because all materials will be in English).

Exclusion criteria

1. Pregnancy (as W-SUDs will not be specifically developed to address the unique needs of this population) 2. Suicide attempt within the past year (12 months) 3. Symptoms of severe drug/alcohol history: History of delirium tremens; Experiencing hypertension, drenching sweats, seizures or confusion after stopping alcohol or drugs; Liver trouble (cirrhosis or hepatitis); Convulsions or GI bleeding due to drug/alcohol use 4. Opioid overdose within the past year (12 months) 5. Opioid misuse without medication-assisted treatment 6. Not residing in the U.S. 7. Ever used Woebot

Design outcomes

Primary

MeasureTime frameDescription
Change in Number of Substance Use OccasionsChange from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeksChange in number of substance use occasions in the past 30 days

Secondary

MeasureTime frameDescription
Past Month Average Days Per Week of Drinking AlcoholChange from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeksAssessed with the Quick Drinking Screen (QDS), a measure of alcohol consumption. The QDS is a brief self-report measure used to assess average alcohol consumption over a specified time period (in the present study it was the past 30 days). The QDS collects drinking data for three variables including number of days drinking, number of standard drinks per drinking day, and number of binge/risky drinking days. Binge/risky drinking days is defined as days when they have had 5 or more standard drinks (for men) or 4 or more standard drinks (for women).
Past Month Average Standard Drinks in a DayChange from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeksAssessed with the Quick Drinking Screen (QDS), a measure of alcohol consumption. The QDS is a brief self-report measure used to assess average alcohol consumption over a specified time period (in the present study it was the past 30 days). The QDS collects drinking data for three variables including number of days drinking, number of standard drinks per drinking day, and number of binge/risky drinking days. Binge/risky drinking days is defined as days when they have had 5 or more standard drinks (for men) or 4 or more standard drinks (for women).
Past Month Number of Binge DaysChange from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeksAssessed with the Quick Drinking Screen (QDS), a measure of alcohol consumption. The QDS is a brief self-report measure used to assess average alcohol consumption over a specified time period (in the present study it was the past 30 days). The QDS collects drinking data for three variables including number of days drinking, number of standard drinks per drinking day, and number of binge/risky drinking days. Binge/risky drinking days is defined as days when they have had 5 or more standard drinks (for men) or 4 or more standard drinks (for women).
Short Inventory of Problems- Alcohol and Drugs (SIP-AD)Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeksThe SIP-AD assesses substance use problems in the past 30 days. The scored variables, total scores and 15-item mean, summarize consequences of alcohol and drug use. Scores range from 0-45, where greater scores indicate greater substance use problems.
Craving RatingsChange from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeksSelf-reported ratings of craving intensity. Craving is assessed with a single question, In the past 7 days, how much were you bothered by cravings or urges to drink alcohol or use drugs?. The question is rated on a scale of 0 to 4 where 0 = not at all, 1 = a little bit, 2 = moderately, 3 = quite a bit, and 4 = extremely. Greater scores indicate a more intense urge to use.
Working Alliance Inventory (WAI-SR)Difference between Mid-treatment at 4 weeks and Post-treatment at 8 weeksMeasure of working alliance. A measure of therapeutic alliance that assesses three key aspects of the therapeutic alliance: (a) agreement on the tasks of therapy, (b) agreement on the goals of therapy and (c) development of an affective bond. Task, goal, and bond subscales scores range from 5-20, with higher scores indicating greater alliance. The present study utilized the validated 12-item Short-Revised version (WAI-SR) with minor changes to language, replacing therapist with Woebot.
Stanford Presenteeism Scale (SPS-6)Change from Baseline to Post-treatment at 8 weeksMeasure of the effects of substance use on productivity. The SPS-6 is a 6-item self-report measure used to assess perceptions of the effects of substance use on past 2-week work productivity. Response options range from strongly disagree (1) to strongly agree (5). Total scores range from 6 to 30, where higher scores indicate higher presenteeism.
Thoughts About Abstinence (TAA)Change from Baseline to Post-treatment at 8 weeksModified for alcohol and substances. 5-item questionnaire assessing desire to quit, expected success at quitting, expected difficulty of quitting, and confidence in ability to quit. Each item is rated on a scale of 1 to 10 where 1 is the lowest (desire, expectation, confidence) and 10 is the highest (desire, expectation, confidence).
CAIR Pandemic Impact Questionnaire (C-PIQ)Change from Baseline to Post-treatment at 8 weeksAssesses impact of the COVID-19 pandemic in terms of exposure to stressors, mental health impact and growth. Exposure domain total scores range from 0-15, with higher scores indicating greater exposure. Impact domain total scores range from 0-23, where greater scores are related to greater impact.
Past Month Average Standard Drinks in a WeekChange from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeksAssessed with the Quick Drinking Screen (QDS), a measure of alcohol consumption. The QDS is a brief self-report measure used to assess average alcohol consumption over a specified time period (in the present study it was the past 30 days). The QDS collects drinking data for three variables including number of days drinking, number of standard drinks per drinking day, and number of binge/risky drinking days. Binge/risky drinking days is defined as days when they have had 5 or more standard drinks (for men) or 4 or more standard drinks (for women). Number of standard drinks per week is calculated by multiplying number of standard drinks per day in the past month and number of binge days per month.
Generalized Anxiety Disorder (GAD-7)Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeksMeasure of anxiety severity. A 7-item self-report measure used to assess the frequency and severity of anxious thoughts and behaviors over the past 2 weeks. Items are rated on a 4-point Likert scale (0 = not at all to 3 = nearly every day).Total scores range from 0-21, where higher scores indicate greater severity of anxiety symptoms.
Brief Situational Confidence Questionnaire (BSCQ)Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeksMeasure of self-confidence. The 8-item BSCQ is a state dependent measure that assesses self-confidence to resist the urge to drink heavily or use drugs in a variety of situations. Each of the 8 scale situations consists of a 100-mm line, anchored by 0% (not at all confident) and 100% (totally confident) where clients are asked to indicate confidence on a scale from 0% to 100%. Higher scores are associated with greater confidence.
Usage Rating Profile - Intervention (URPI)-AcceptabilityPost-treatment (8 weeks from baseline)Measure of acceptability. A 9-item subscale that inquires about intervention acceptability. For the purposes of this study, an adapted 6-item version of the subscale was utilized. Items are rated on a 6-point Likert scale (1 = strongly disagree to 6 = strongly agree). Total acceptability scores range from 6-36, with higher scores indicating greater intervention acceptability.
Usage Rating Profile Intervention - Intervention (URPI)-FeasibilityPost-treatment (8 weeks from baseline)Measure of feasibility. A 6-item subscale that inquires about factors that impact treatment usage (i.e., intervention quality). Items are rated on a 6-point Likert scale (1 = slightly disagree to 6 = strongly agree). Total feasibility scores range from 6-36, with higher scores indicating greater intervention feasibility.
Client Satisfaction Questionnaire (CSQ)Post-treatment (8 weeks from baseline)Measure of satisfaction. An 8-item measure used to assess client's satisfaction with treatment on a 4-point scale. Example questions include, How would you rate the quality of service you received? and Did you get the kind of service you wanted? Total sums range from 8-32, with high scores indicating greater satisfaction with the W-SUDs mobile application.
Number of Participants Indicating Substance UseBaselineThe alcohol use disorder and substance use disorder (non-alcohol) modules of the Mini-International Neuropsychiatric Interview (MINI) was used to assess a alcohol and substance use diagnosis.
Number of Participants Providing PEth Sample Phosphatidylethanol (PEth)Baseline and Post-treatment at 8 weeksPhosphatidylethanol (PEth) is an alcohol biomarker, where a positive result is an indication of alcohol exposure during the 2-4 weeks prior to specimen collection. Participants were asked to complete PEth tests at Baseline and Post-treatment at 8 weeks.
Engagement With Control ConditionBaseline to Post-treatment at 8 weeksAssessment of number of emails opened duration of study
Patient Health Questionnaire (PHQ-8)Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeksMeasure of depression severity. An 8-item abbreviated version of the PHQ-9 used to assess mood symptoms. The PHQ-8 excludes an item assessing suicidality. Items are rated on a 4-point Likert scale (0 = not at all to 3 = nearly every day). Total score between 0-24, with higher scores indicating greater severity of depression symptoms.

Countries

United States

Participant flow

Participants by arm

ArmCount
W-SUDs
Woebot (W-SUDs), a Conversational Agent (CA) instantaneously available 24 hours per day, 7 days per week, 'checks in' with users. Using conversational tones, it encourages mood tracking and delivers general psychoeducation as well as tailored empathy, cognitive behavior therapy (CBT)-based behavior change tools, and behavioral pattern insight. Woebot's app-based platform and user-centered design philosophy makes it an optimal modality for Substance Use Disorders (SUD) treatment delivery. It offers immediate, evidence-based tailored support in the patient's peak moment of craving. W-SUDs: Woebot (W-SUDs) is an automated conversational agent, available through a smartphone application, that delivers evidence-based psychotherapeutics, empathy, and emotional health psychoeducation.
10
Education
Education digitally delivers weekly fact sheets that include information on: 1. Alcohol-specific topics; 2. Drug-specific topics; 3. General addiction topics; 4. Statistics relating to alcohol and substance use. Education: The education arm will receive digitally delivered psychoeducation for those seeking treatment for their alcohol and/or substance use concern. Psychoeducation is commonly provided for those with substance use. Psychoeducation in substance use is intended to increase the users' knowledge of their substances of use, and effects on the body, behaviors, and consequences. The recipient of psychoeducation is expected to increase their own awareness of their substance use and ideally incorporate this newfound knowledge when making changes to their substance use. The information provided in this group are from factsheets found on NIAAA, NIDA, and CDC web pages.
10
Total20

Baseline characteristics

CharacteristicTotalEducationW-SUDs
Age, Continuous43.8 years
STANDARD_DEVIATION 9.5
43.3 years
STANDARD_DEVIATION 7.8
44.2 years
STANDARD_DEVIATION 11.5
Ethnicity (NIH/OMB)
Hispanic or Latino
3 Participants2 Participants1 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
17 Participants8 Participants9 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
0 Participants0 Participants0 Participants
Gender
Genderqueer/Gender Non-conforming
1 Participants0 Participants1 Participants
Gender
Man
10 Participants3 Participants7 Participants
Gender
Woman
9 Participants7 Participants2 Participants
Highest Level of Education
College/University
6 Participants4 Participants2 Participants
Highest Level of Education
Graduate/Postgraduate
3 Participants2 Participants1 Participants
Highest Level of Education
Secondary/High School
11 Participants4 Participants7 Participants
Marital Status
Divorced/Separated
3 Participants2 Participants1 Participants
Marital Status
Married/Partnered/Cohabitating
9 Participants2 Participants7 Participants
Marital Status
Single
7 Participants5 Participants2 Participants
Marital Status
Widowed
1 Participants1 Participants0 Participants
Past 30 Day Therapy
Multiple (self-help, outpatient, residential/inpatient/detox)
1 Participants1 Participants0 Participants
Past 30 Day Therapy
None
11 Participants5 Participants6 Participants
Past 30 Day Therapy
Outpatient Services
4 Participants2 Participants2 Participants
Past 30 Day Therapy
Unknown or Not Reported
4 Participants2 Participants2 Participants
Race (NIH/OMB)
American Indian or Alaska Native
0 Participants0 Participants0 Participants
Race (NIH/OMB)
Asian
0 Participants0 Participants0 Participants
Race (NIH/OMB)
Black or African American
4 Participants2 Participants2 Participants
Race (NIH/OMB)
More than one race
1 Participants1 Participants0 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants0 Participants0 Participants
Race (NIH/OMB)
Unknown or Not Reported
0 Participants0 Participants0 Participants
Race (NIH/OMB)
White
15 Participants7 Participants8 Participants
Region of Enrollment
United States
20 participants10 participants10 participants
Sex: Female, Male
Female
9 Participants7 Participants2 Participants
Sex: Female, Male
Male
11 Participants3 Participants8 Participants
Sexual Orientation
Gay/Lesbian
2 Participants0 Participants2 Participants
Sexual Orientation
Heterosexual
18 Participants10 Participants8 Participants
Therapy Experience
Experience in therapy
14 Participants8 Participants6 Participants
Therapy Experience
No therapy experience
6 Participants2 Participants4 Participants

Adverse events

Event typeEG000
affected / at risk
EG001
affected / at risk
deaths
Total, all-cause mortality
0 / 100 / 10
other
Total, other adverse events
0 / 100 / 10
serious
Total, serious adverse events
0 / 100 / 10

Outcome results

Primary

Change in Number of Substance Use Occasions

Change in number of substance use occasions in the past 30 days

Time frame: Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsChange in Number of Substance Use OccasionsBaseline to Mid-treatment at 4 weeks-0.6 occasionsStandard Deviation 18.3
W-SUDsChange in Number of Substance Use OccasionsBaseline to Post-treatment at 8 weeks-3.9 occasionsStandard Deviation 20.6
W-SUDsChange in Number of Substance Use OccasionsBaseline to 1-month Follow-up at 12 weeks-4.9 occasionsStandard Deviation 21.3
Digitally-delivered PsychoeducationChange in Number of Substance Use OccasionsBaseline to Mid-treatment at 4 weeks-7.2 occasionsStandard Deviation 28.3
Digitally-delivered PsychoeducationChange in Number of Substance Use OccasionsBaseline to Post-treatment at 8 weeks-6.7 occasionsStandard Deviation 27.8
Digitally-delivered PsychoeducationChange in Number of Substance Use OccasionsBaseline to 1-month Follow-up at 12 weeks-6.6 occasionsStandard Deviation 37.8
Secondary

Brief Situational Confidence Questionnaire (BSCQ)

Measure of self-confidence. The 8-item BSCQ is a state dependent measure that assesses self-confidence to resist the urge to drink heavily or use drugs in a variety of situations. Each of the 8 scale situations consists of a 100-mm line, anchored by 0% (not at all confident) and 100% (totally confident) where clients are asked to indicate confidence on a scale from 0% to 100%. Higher scores are associated with greater confidence.

Time frame: Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsBrief Situational Confidence Questionnaire (BSCQ)Baseline to Mid-treatment at 4 weeks10.9 score on a scaleStandard Deviation 9.5
W-SUDsBrief Situational Confidence Questionnaire (BSCQ)Baseline to Post-treatment at 8 weeks10.9 score on a scaleStandard Deviation 12.8
W-SUDsBrief Situational Confidence Questionnaire (BSCQ)Baseline to 1-month Follow-up at 12 weeks9.2 score on a scaleStandard Deviation 10.3
Digitally-delivered PsychoeducationBrief Situational Confidence Questionnaire (BSCQ)Baseline to Mid-treatment at 4 weeks20.7 score on a scaleStandard Deviation 21.1
Digitally-delivered PsychoeducationBrief Situational Confidence Questionnaire (BSCQ)Baseline to Post-treatment at 8 weeks18.9 score on a scaleStandard Deviation 21.2
Digitally-delivered PsychoeducationBrief Situational Confidence Questionnaire (BSCQ)Baseline to 1-month Follow-up at 12 weeks20.7 score on a scaleStandard Deviation 20.9
Secondary

CAIR Pandemic Impact Questionnaire (C-PIQ)

Assesses impact of the COVID-19 pandemic in terms of exposure to stressors, mental health impact and growth. Exposure domain total scores range from 0-15, with higher scores indicating greater exposure. Impact domain total scores range from 0-23, where greater scores are related to greater impact.

Time frame: Change from Baseline to Post-treatment at 8 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsCAIR Pandemic Impact Questionnaire (C-PIQ)Exposure-1.1 score on a scaleStandard Deviation 1.7
W-SUDsCAIR Pandemic Impact Questionnaire (C-PIQ)Impact-2.8 score on a scaleStandard Deviation 2.4
Digitally-delivered PsychoeducationCAIR Pandemic Impact Questionnaire (C-PIQ)Exposure0.1 score on a scaleStandard Deviation 0.6
Digitally-delivered PsychoeducationCAIR Pandemic Impact Questionnaire (C-PIQ)Impact-1.3 score on a scaleStandard Deviation 1.3
Secondary

Client Satisfaction Questionnaire (CSQ)

Measure of satisfaction. An 8-item measure used to assess client's satisfaction with treatment on a 4-point scale. Example questions include, How would you rate the quality of service you received? and Did you get the kind of service you wanted? Total sums range from 8-32, with high scores indicating greater satisfaction with the W-SUDs mobile application.

Time frame: Post-treatment (8 weeks from baseline)

ArmMeasureValue (MEAN)Dispersion
W-SUDsClient Satisfaction Questionnaire (CSQ)23.4 score on a scaleStandard Deviation 5.5
Digitally-delivered PsychoeducationClient Satisfaction Questionnaire (CSQ)26.1 score on a scaleStandard Deviation 6.6
Secondary

Craving Ratings

Self-reported ratings of craving intensity. Craving is assessed with a single question, In the past 7 days, how much were you bothered by cravings or urges to drink alcohol or use drugs?. The question is rated on a scale of 0 to 4 where 0 = not at all, 1 = a little bit, 2 = moderately, 3 = quite a bit, and 4 = extremely. Greater scores indicate a more intense urge to use.

Time frame: Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsCraving RatingsBaseline to Mid-Treatment at 4 weeks-0.1 score on a scaleStandard Deviation 0.7
W-SUDsCraving RatingsBaseline to Post-treatment at 8 weeks-0.3 score on a scaleStandard Deviation 0.7
W-SUDsCraving RatingsBaseline to 1-Month Follow-up at 12 weeks-0.3 score on a scaleStandard Deviation 0.8
Digitally-delivered PsychoeducationCraving RatingsBaseline to Mid-Treatment at 4 weeks0.0 score on a scaleStandard Deviation 1.2
Digitally-delivered PsychoeducationCraving RatingsBaseline to Post-treatment at 8 weeks-0.1 score on a scaleStandard Deviation 1.4
Digitally-delivered PsychoeducationCraving RatingsBaseline to 1-Month Follow-up at 12 weeks-0.3 score on a scaleStandard Deviation 1.3
Secondary

Engagement With Control Condition

Assessment of number of emails opened duration of study

Time frame: Baseline to Post-treatment at 8 weeks

ArmMeasureValue (MEAN)Dispersion
W-SUDsEngagement With Control Condition6.7 emailsStandard Deviation 2.4
Secondary

Generalized Anxiety Disorder (GAD-7)

Measure of anxiety severity. A 7-item self-report measure used to assess the frequency and severity of anxious thoughts and behaviors over the past 2 weeks. Items are rated on a 4-point Likert scale (0 = not at all to 3 = nearly every day).Total scores range from 0-21, where higher scores indicate greater severity of anxiety symptoms.

Time frame: Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsGeneralized Anxiety Disorder (GAD-7)Baseline to Mid-treatment at 4 weeks-3.4 score on a scaleStandard Deviation 4.2
W-SUDsGeneralized Anxiety Disorder (GAD-7)Baseline to Post-treatment at 8 weeks-0.6 score on a scaleStandard Deviation 2.2
W-SUDsGeneralized Anxiety Disorder (GAD-7)Baseline to 1-month Follow-up at 12 weeks-2.7 score on a scaleStandard Deviation 2.7
Digitally-delivered PsychoeducationGeneralized Anxiety Disorder (GAD-7)Baseline to Mid-treatment at 4 weeks0.6 score on a scaleStandard Deviation 3.7
Digitally-delivered PsychoeducationGeneralized Anxiety Disorder (GAD-7)Baseline to Post-treatment at 8 weeks-0.2 score on a scaleStandard Deviation 4.3
Digitally-delivered PsychoeducationGeneralized Anxiety Disorder (GAD-7)Baseline to 1-month Follow-up at 12 weeks0.6 score on a scaleStandard Deviation 3.3
Secondary

Number of Participants Indicating Substance Use

The alcohol use disorder and substance use disorder (non-alcohol) modules of the Mini-International Neuropsychiatric Interview (MINI) was used to assess a alcohol and substance use diagnosis.

Time frame: Baseline

ArmMeasureGroupValue (NUMBER)
W-SUDsNumber of Participants Indicating Substance UseSedatives (severe)1 participants
W-SUDsNumber of Participants Indicating Substance UseCocaine (moderate)0 participants
W-SUDsNumber of Participants Indicating Substance UseAlcohol (moderate)1 participants
W-SUDsNumber of Participants Indicating Substance UseHallucinogen (mild)0 participants
W-SUDsNumber of Participants Indicating Substance UseSedatives (mild)1 participants
W-SUDsNumber of Participants Indicating Substance UseInhalant (mild)1 participants
W-SUDsNumber of Participants Indicating Substance UseCannabis (moderate)1 participants
W-SUDsNumber of Participants Indicating Substance UseAlcohol (severe)4 participants
W-SUDsNumber of Participants Indicating Substance UseCannabis (severe)3 participants
W-SUDsNumber of Participants Indicating Substance UseAlcohol (mild)0 participants
W-SUDsNumber of Participants Indicating Substance UseMultiple Diagnoses5 participants
W-SUDsNumber of Participants Indicating Substance UseStimulant (severe)3 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseMultiple Diagnoses2 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseSedatives (mild)0 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseInhalant (mild)0 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseAlcohol (mild)1 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseAlcohol (moderate)2 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseAlcohol (severe)3 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseStimulant (severe)0 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseCocaine (moderate)1 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseHallucinogen (mild)1 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseCannabis (moderate)0 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseSedatives (severe)0 participants
Digitally-delivered PsychoeducationNumber of Participants Indicating Substance UseCannabis (severe)2 participants
Secondary

Number of Participants Providing PEth Sample Phosphatidylethanol (PEth)

Phosphatidylethanol (PEth) is an alcohol biomarker, where a positive result is an indication of alcohol exposure during the 2-4 weeks prior to specimen collection. Participants were asked to complete PEth tests at Baseline and Post-treatment at 8 weeks.

Time frame: Baseline and Post-treatment at 8 weeks

ArmMeasureGroupValue (NUMBER)
W-SUDsNumber of Participants Providing PEth Sample Phosphatidylethanol (PEth)PEth completed at Baseline5 participants
W-SUDsNumber of Participants Providing PEth Sample Phosphatidylethanol (PEth)PEth completed at Post-treatment at 8 weeks3 participants
Digitally-delivered PsychoeducationNumber of Participants Providing PEth Sample Phosphatidylethanol (PEth)PEth completed at Baseline5 participants
Digitally-delivered PsychoeducationNumber of Participants Providing PEth Sample Phosphatidylethanol (PEth)PEth completed at Post-treatment at 8 weeks4 participants
Secondary

Past Month Average Days Per Week of Drinking Alcohol

Assessed with the Quick Drinking Screen (QDS), a measure of alcohol consumption. The QDS is a brief self-report measure used to assess average alcohol consumption over a specified time period (in the present study it was the past 30 days). The QDS collects drinking data for three variables including number of days drinking, number of standard drinks per drinking day, and number of binge/risky drinking days. Binge/risky drinking days is defined as days when they have had 5 or more standard drinks (for men) or 4 or more standard drinks (for women).

Time frame: Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsPast Month Average Days Per Week of Drinking AlcoholBaseline to Mid-treatment at 4 weeks: Past month average days per week of drinking alcohol-0.4 days per weekStandard Deviation 0.9
W-SUDsPast Month Average Days Per Week of Drinking AlcoholBaseline to Post-treatment at 8 weeks: Past month average days per week of drinking alcohol-0.2 days per weekStandard Deviation 0.8
W-SUDsPast Month Average Days Per Week of Drinking AlcoholBaseline to 1-month Follow-up at 12 weeks: Past month average days per week of drinking alcohol-0.6 days per weekStandard Deviation 1.7
Digitally-delivered PsychoeducationPast Month Average Days Per Week of Drinking AlcoholBaseline to Mid-treatment at 4 weeks: Past month average days per week of drinking alcohol-2.4 days per weekStandard Deviation 2.6
Digitally-delivered PsychoeducationPast Month Average Days Per Week of Drinking AlcoholBaseline to Post-treatment at 8 weeks: Past month average days per week of drinking alcohol-1.6 days per weekStandard Deviation 2.7
Digitally-delivered PsychoeducationPast Month Average Days Per Week of Drinking AlcoholBaseline to 1-month Follow-up at 12 weeks: Past month average days per week of drinking alcohol-1.4 days per weekStandard Deviation 2.7
Secondary

Past Month Average Standard Drinks in a Day

Assessed with the Quick Drinking Screen (QDS), a measure of alcohol consumption. The QDS is a brief self-report measure used to assess average alcohol consumption over a specified time period (in the present study it was the past 30 days). The QDS collects drinking data for three variables including number of days drinking, number of standard drinks per drinking day, and number of binge/risky drinking days. Binge/risky drinking days is defined as days when they have had 5 or more standard drinks (for men) or 4 or more standard drinks (for women).

Time frame: Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsPast Month Average Standard Drinks in a DayBaseline to Mid-treatment at 4 weeks: Past month average standard drinks in a day1.6 drinks per drinking dayStandard Deviation 2.5
W-SUDsPast Month Average Standard Drinks in a DayBaseline to Post-treatment at 8 weeks: Past month average standard drinks in a day-0.3 drinks per drinking dayStandard Deviation 0.8
W-SUDsPast Month Average Standard Drinks in a DayBaseline to 1-month Follow-up at 12 weeks: Past month average standard drinks in a day-2.4 drinks per drinking dayStandard Deviation 6
Digitally-delivered PsychoeducationPast Month Average Standard Drinks in a DayBaseline to Mid-treatment at 4 weeks: Past month average standard drinks in a day-1.0 drinks per drinking dayStandard Deviation 3
Digitally-delivered PsychoeducationPast Month Average Standard Drinks in a DayBaseline to Post-treatment at 8 weeks: Past month average standard drinks in a day-1.1 drinks per drinking dayStandard Deviation 2.8
Digitally-delivered PsychoeducationPast Month Average Standard Drinks in a DayBaseline to 1-month Follow-up at 12 weeks: Past month average standard drinks in a day-0.8 drinks per drinking dayStandard Deviation 3
Secondary

Past Month Average Standard Drinks in a Week

Assessed with the Quick Drinking Screen (QDS), a measure of alcohol consumption. The QDS is a brief self-report measure used to assess average alcohol consumption over a specified time period (in the present study it was the past 30 days). The QDS collects drinking data for three variables including number of days drinking, number of standard drinks per drinking day, and number of binge/risky drinking days. Binge/risky drinking days is defined as days when they have had 5 or more standard drinks (for men) or 4 or more standard drinks (for women). Number of standard drinks per week is calculated by multiplying number of standard drinks per day in the past month and number of binge days per month.

Time frame: Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsPast Month Average Standard Drinks in a WeekBaseline to Mid-treatment at 4 weeks: Past month average standard drinks in a week8.2 drinks per weekStandard Deviation 19.2
W-SUDsPast Month Average Standard Drinks in a WeekBaseline to Post-treatment at 8 weeks: Past month average standard drinks in a week-2.3 drinks per weekStandard Deviation 4.1
W-SUDsPast Month Average Standard Drinks in a WeekBaseline to 1-month Follow-up at 12 weeks: Past month average standard drinks in a week-10.3 drinks per weekStandard Deviation 17.2
Digitally-delivered PsychoeducationPast Month Average Standard Drinks in a WeekBaseline to Mid-treatment at 4 weeks: Past month average standard drinks in a week-8.0 drinks per weekStandard Deviation 14.2
Digitally-delivered PsychoeducationPast Month Average Standard Drinks in a WeekBaseline to Post-treatment at 8 weeks: Past month average standard drinks in a week-6.7 drinks per weekStandard Deviation 13.8
Digitally-delivered PsychoeducationPast Month Average Standard Drinks in a WeekBaseline to 1-month Follow-up at 12 weeks: Past month average standard drinks in a week-4.6 drinks per weekStandard Deviation 16.2
Secondary

Past Month Number of Binge Days

Assessed with the Quick Drinking Screen (QDS), a measure of alcohol consumption. The QDS is a brief self-report measure used to assess average alcohol consumption over a specified time period (in the present study it was the past 30 days). The QDS collects drinking data for three variables including number of days drinking, number of standard drinks per drinking day, and number of binge/risky drinking days. Binge/risky drinking days is defined as days when they have had 5 or more standard drinks (for men) or 4 or more standard drinks (for women).

Time frame: Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsPast Month Number of Binge DaysBaseline to Mid-treatment at 4 weeks: Past month number of binge days4 daysStandard Deviation 11.6
W-SUDsPast Month Number of Binge DaysBaseline to Post-treatment at 8 weeks: Past month number of binge days2.0 daysStandard Deviation 9.9
W-SUDsPast Month Number of Binge DaysBaseline to 1-month Follow-up at 12 weeks: Past month number of binge days-3.7 daysStandard Deviation 7.3
Digitally-delivered PsychoeducationPast Month Number of Binge DaysBaseline to 1-month Follow-up at 12 weeks: Past month number of binge days-4.1 daysStandard Deviation 11.1
Digitally-delivered PsychoeducationPast Month Number of Binge DaysBaseline to Mid-treatment at 4 weeks: Past month number of binge days-1.3 daysStandard Deviation 9
Digitally-delivered PsychoeducationPast Month Number of Binge DaysBaseline to Post-treatment at 8 weeks: Past month number of binge days-7.4 daysStandard Deviation 9.6
Secondary

Patient Health Questionnaire (PHQ-8)

Measure of depression severity. An 8-item abbreviated version of the PHQ-9 used to assess mood symptoms. The PHQ-8 excludes an item assessing suicidality. Items are rated on a 4-point Likert scale (0 = not at all to 3 = nearly every day). Total score between 0-24, with higher scores indicating greater severity of depression symptoms.

Time frame: Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsPatient Health Questionnaire (PHQ-8)Baseline to Mid-treatment at 4 weeks-3.9 score on a scaleStandard Deviation 6.3
W-SUDsPatient Health Questionnaire (PHQ-8)Baseline to Post-treatment at 8 weeks-1.9 score on a scaleStandard Deviation 4.4
W-SUDsPatient Health Questionnaire (PHQ-8)Baseline to 1-month Follow-up at 12 weeks-1.4 score on a scaleStandard Deviation 4.2
Digitally-delivered PsychoeducationPatient Health Questionnaire (PHQ-8)Baseline to Mid-treatment at 4 weeks-2.0 score on a scaleStandard Deviation 5.2
Digitally-delivered PsychoeducationPatient Health Questionnaire (PHQ-8)Baseline to Post-treatment at 8 weeks-1.2 score on a scaleStandard Deviation 6.5
Digitally-delivered PsychoeducationPatient Health Questionnaire (PHQ-8)Baseline to 1-month Follow-up at 12 weeks-2.9 score on a scaleStandard Deviation 5.2
Secondary

Short Inventory of Problems- Alcohol and Drugs (SIP-AD)

The SIP-AD assesses substance use problems in the past 30 days. The scored variables, total scores and 15-item mean, summarize consequences of alcohol and drug use. Scores range from 0-45, where greater scores indicate greater substance use problems.

Time frame: Change from Baseline to Mid-Treatment at 4 weeks; Change from Baseline to Post-treatment at 8 weeks; Change from Baseline to 1-Month Follow-up at 12 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsShort Inventory of Problems- Alcohol and Drugs (SIP-AD)Baseline to Mid-Treatment at 4 weeks-7.6 score on a scaleStandard Deviation 9.2
W-SUDsShort Inventory of Problems- Alcohol and Drugs (SIP-AD)Baseline to Post-treatment at 8 weeks-7.4 score on a scaleStandard Deviation 8.4
W-SUDsShort Inventory of Problems- Alcohol and Drugs (SIP-AD)Baseline to 1-Month Follow-up at 12 weeks-9.6 score on a scaleStandard Deviation 8.1
Digitally-delivered PsychoeducationShort Inventory of Problems- Alcohol and Drugs (SIP-AD)Baseline to Post-treatment at 8 weeks-4.0 score on a scaleStandard Deviation 13.3
Digitally-delivered PsychoeducationShort Inventory of Problems- Alcohol and Drugs (SIP-AD)Baseline to Mid-Treatment at 4 weeks-1.1 score on a scaleStandard Deviation 10.5
Digitally-delivered PsychoeducationShort Inventory of Problems- Alcohol and Drugs (SIP-AD)Baseline to 1-Month Follow-up at 12 weeks-4.4 score on a scaleStandard Deviation 12.7
Secondary

Stanford Presenteeism Scale (SPS-6)

Measure of the effects of substance use on productivity. The SPS-6 is a 6-item self-report measure used to assess perceptions of the effects of substance use on past 2-week work productivity. Response options range from strongly disagree (1) to strongly agree (5). Total scores range from 6 to 30, where higher scores indicate higher presenteeism.

Time frame: Change from Baseline to Post-treatment at 8 weeks

ArmMeasureValue (MEAN)Dispersion
W-SUDsStanford Presenteeism Scale (SPS-6)2.3 score on a scaleStandard Deviation 3.7
Digitally-delivered PsychoeducationStanford Presenteeism Scale (SPS-6)2.7 score on a scaleStandard Deviation 3.4
Secondary

Thoughts About Abstinence (TAA)

Modified for alcohol and substances. 5-item questionnaire assessing desire to quit, expected success at quitting, expected difficulty of quitting, and confidence in ability to quit. Each item is rated on a scale of 1 to 10 where 1 is the lowest (desire, expectation, confidence) and 10 is the highest (desire, expectation, confidence).

Time frame: Change from Baseline to Post-treatment at 8 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsThoughts About Abstinence (TAA)Desire to quit-0.8 score on a scaleStandard Deviation 1.4
W-SUDsThoughts About Abstinence (TAA)Perceived success in quitting0.4 score on a scaleStandard Deviation 2.3
W-SUDsThoughts About Abstinence (TAA)Difficulty in staying quit0.6 score on a scaleStandard Deviation 3.7
Digitally-delivered PsychoeducationThoughts About Abstinence (TAA)Desire to quit1.4 score on a scaleStandard Deviation 2
Digitally-delivered PsychoeducationThoughts About Abstinence (TAA)Perceived success in quitting-0.8 score on a scaleStandard Deviation 1.9
Digitally-delivered PsychoeducationThoughts About Abstinence (TAA)Difficulty in staying quit-0.6 score on a scaleStandard Deviation 2.8
Secondary

Usage Rating Profile Intervention - Intervention (URPI)-Feasibility

Measure of feasibility. A 6-item subscale that inquires about factors that impact treatment usage (i.e., intervention quality). Items are rated on a 6-point Likert scale (1 = slightly disagree to 6 = strongly agree). Total feasibility scores range from 6-36, with higher scores indicating greater intervention feasibility.

Time frame: Post-treatment (8 weeks from baseline)

ArmMeasureValue (MEAN)Dispersion
W-SUDsUsage Rating Profile Intervention - Intervention (URPI)-Feasibility27.4 score on a scaleStandard Deviation 5.3
Digitally-delivered PsychoeducationUsage Rating Profile Intervention - Intervention (URPI)-Feasibility34.2 score on a scaleStandard Deviation 2.7
Secondary

Usage Rating Profile - Intervention (URPI)-Acceptability

Measure of acceptability. A 9-item subscale that inquires about intervention acceptability. For the purposes of this study, an adapted 6-item version of the subscale was utilized. Items are rated on a 6-point Likert scale (1 = strongly disagree to 6 = strongly agree). Total acceptability scores range from 6-36, with higher scores indicating greater intervention acceptability.

Time frame: Post-treatment (8 weeks from baseline)

ArmMeasureValue (MEAN)Dispersion
W-SUDsUsage Rating Profile - Intervention (URPI)-Acceptability24.1 score on a scaleStandard Deviation 6.2
Digitally-delivered PsychoeducationUsage Rating Profile - Intervention (URPI)-Acceptability27.4 score on a scaleStandard Deviation 8.4
Secondary

Working Alliance Inventory (WAI-SR)

Measure of working alliance. A measure of therapeutic alliance that assesses three key aspects of the therapeutic alliance: (a) agreement on the tasks of therapy, (b) agreement on the goals of therapy and (c) development of an affective bond. Task, goal, and bond subscales scores range from 5-20, with higher scores indicating greater alliance. The present study utilized the validated 12-item Short-Revised version (WAI-SR) with minor changes to language, replacing therapist with Woebot.

Time frame: Difference between Mid-treatment at 4 weeks and Post-treatment at 8 weeks

ArmMeasureGroupValue (MEAN)Dispersion
W-SUDsWorking Alliance Inventory (WAI-SR)Goal0.14 score on a scaleStandard Deviation 4.56
W-SUDsWorking Alliance Inventory (WAI-SR)Task0.57 score on a scaleStandard Deviation 5.03
W-SUDsWorking Alliance Inventory (WAI-SR)Bond1.57 score on a scaleStandard Deviation 3.95

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026