Alcohol Use Disorder (AUD), Substance Use Disorders
Conditions
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
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
Study design
Eligibility
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
| Measure | Time frame | Description |
|---|---|---|
| Change in Number of Substance Use Occasions | 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 | Change in number of substance use occasions in the past 30 days |
Secondary
| Measure | Time frame | Description |
|---|---|---|
| Past Month Average Days Per Week of Drinking Alcohol | 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 | 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). |
| Past Month Average Standard Drinks in a Day | 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 | 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). |
| Past Month Number of Binge Days | 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 | 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). |
| 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 weeks | 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. |
| Craving Ratings | 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 | 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. |
| Working Alliance Inventory (WAI-SR) | Difference between Mid-treatment at 4 weeks and Post-treatment at 8 weeks | 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. |
| Stanford Presenteeism Scale (SPS-6) | Change from Baseline to Post-treatment at 8 weeks | 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. |
| Thoughts About Abstinence (TAA) | Change from Baseline to Post-treatment at 8 weeks | 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). |
| CAIR Pandemic Impact Questionnaire (C-PIQ) | Change from Baseline to Post-treatment at 8 weeks | 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. |
| Past Month Average Standard Drinks in a Week | 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 | 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. |
| 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 weeks | 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. |
| 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 weeks | 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. |
| Usage Rating Profile - Intervention (URPI)-Acceptability | Post-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)-Feasibility | Post-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 Use | Baseline | 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. |
| Number of Participants Providing PEth Sample Phosphatidylethanol (PEth) | Baseline and Post-treatment at 8 weeks | 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. |
| Engagement With Control Condition | Baseline to Post-treatment at 8 weeks | Assessment 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 weeks | 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. |
Countries
United States
Participant flow
Participants by arm
| Arm | Count |
|---|---|
| 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 |
| Total | 20 |
Baseline characteristics
| Characteristic | Total | Education | W-SUDs |
|---|---|---|---|
| Age, Continuous | 43.8 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 Participants | 2 Participants | 1 Participants |
| Ethnicity (NIH/OMB) Not Hispanic or Latino | 17 Participants | 8 Participants | 9 Participants |
| Ethnicity (NIH/OMB) Unknown or Not Reported | 0 Participants | 0 Participants | 0 Participants |
| Gender Genderqueer/Gender Non-conforming | 1 Participants | 0 Participants | 1 Participants |
| Gender Man | 10 Participants | 3 Participants | 7 Participants |
| Gender Woman | 9 Participants | 7 Participants | 2 Participants |
| Highest Level of Education College/University | 6 Participants | 4 Participants | 2 Participants |
| Highest Level of Education Graduate/Postgraduate | 3 Participants | 2 Participants | 1 Participants |
| Highest Level of Education Secondary/High School | 11 Participants | 4 Participants | 7 Participants |
| Marital Status Divorced/Separated | 3 Participants | 2 Participants | 1 Participants |
| Marital Status Married/Partnered/Cohabitating | 9 Participants | 2 Participants | 7 Participants |
| Marital Status Single | 7 Participants | 5 Participants | 2 Participants |
| Marital Status Widowed | 1 Participants | 1 Participants | 0 Participants |
| Past 30 Day Therapy Multiple (self-help, outpatient, residential/inpatient/detox) | 1 Participants | 1 Participants | 0 Participants |
| Past 30 Day Therapy None | 11 Participants | 5 Participants | 6 Participants |
| Past 30 Day Therapy Outpatient Services | 4 Participants | 2 Participants | 2 Participants |
| Past 30 Day Therapy Unknown or Not Reported | 4 Participants | 2 Participants | 2 Participants |
| Race (NIH/OMB) American Indian or Alaska Native | 0 Participants | 0 Participants | 0 Participants |
| Race (NIH/OMB) Asian | 0 Participants | 0 Participants | 0 Participants |
| Race (NIH/OMB) Black or African American | 4 Participants | 2 Participants | 2 Participants |
| Race (NIH/OMB) More than one race | 1 Participants | 1 Participants | 0 Participants |
| Race (NIH/OMB) Native Hawaiian or Other Pacific Islander | 0 Participants | 0 Participants | 0 Participants |
| Race (NIH/OMB) Unknown or Not Reported | 0 Participants | 0 Participants | 0 Participants |
| Race (NIH/OMB) White | 15 Participants | 7 Participants | 8 Participants |
| Region of Enrollment United States | 20 participants | 10 participants | 10 participants |
| Sex: Female, Male Female | 9 Participants | 7 Participants | 2 Participants |
| Sex: Female, Male Male | 11 Participants | 3 Participants | 8 Participants |
| Sexual Orientation Gay/Lesbian | 2 Participants | 0 Participants | 2 Participants |
| Sexual Orientation Heterosexual | 18 Participants | 10 Participants | 8 Participants |
| Therapy Experience Experience in therapy | 14 Participants | 8 Participants | 6 Participants |
| Therapy Experience No therapy experience | 6 Participants | 2 Participants | 4 Participants |
Adverse events
| Event type | EG000 affected / at risk | EG001 affected / at risk |
|---|---|---|
| deaths Total, all-cause mortality | 0 / 10 | 0 / 10 |
| other Total, other adverse events | 0 / 10 | 0 / 10 |
| serious Total, serious adverse events | 0 / 10 | 0 / 10 |
Outcome results
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Change in Number of Substance Use Occasions | Baseline to Mid-treatment at 4 weeks | -0.6 occasions | Standard Deviation 18.3 |
| W-SUDs | Change in Number of Substance Use Occasions | Baseline to Post-treatment at 8 weeks | -3.9 occasions | Standard Deviation 20.6 |
| W-SUDs | Change in Number of Substance Use Occasions | Baseline to 1-month Follow-up at 12 weeks | -4.9 occasions | Standard Deviation 21.3 |
| Digitally-delivered Psychoeducation | Change in Number of Substance Use Occasions | Baseline to Mid-treatment at 4 weeks | -7.2 occasions | Standard Deviation 28.3 |
| Digitally-delivered Psychoeducation | Change in Number of Substance Use Occasions | Baseline to Post-treatment at 8 weeks | -6.7 occasions | Standard Deviation 27.8 |
| Digitally-delivered Psychoeducation | Change in Number of Substance Use Occasions | Baseline to 1-month Follow-up at 12 weeks | -6.6 occasions | Standard Deviation 37.8 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Brief Situational Confidence Questionnaire (BSCQ) | Baseline to Mid-treatment at 4 weeks | 10.9 score on a scale | Standard Deviation 9.5 |
| W-SUDs | Brief Situational Confidence Questionnaire (BSCQ) | Baseline to Post-treatment at 8 weeks | 10.9 score on a scale | Standard Deviation 12.8 |
| W-SUDs | Brief Situational Confidence Questionnaire (BSCQ) | Baseline to 1-month Follow-up at 12 weeks | 9.2 score on a scale | Standard Deviation 10.3 |
| Digitally-delivered Psychoeducation | Brief Situational Confidence Questionnaire (BSCQ) | Baseline to Mid-treatment at 4 weeks | 20.7 score on a scale | Standard Deviation 21.1 |
| Digitally-delivered Psychoeducation | Brief Situational Confidence Questionnaire (BSCQ) | Baseline to Post-treatment at 8 weeks | 18.9 score on a scale | Standard Deviation 21.2 |
| Digitally-delivered Psychoeducation | Brief Situational Confidence Questionnaire (BSCQ) | Baseline to 1-month Follow-up at 12 weeks | 20.7 score on a scale | Standard Deviation 20.9 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | CAIR Pandemic Impact Questionnaire (C-PIQ) | Exposure | -1.1 score on a scale | Standard Deviation 1.7 |
| W-SUDs | CAIR Pandemic Impact Questionnaire (C-PIQ) | Impact | -2.8 score on a scale | Standard Deviation 2.4 |
| Digitally-delivered Psychoeducation | CAIR Pandemic Impact Questionnaire (C-PIQ) | Exposure | 0.1 score on a scale | Standard Deviation 0.6 |
| Digitally-delivered Psychoeducation | CAIR Pandemic Impact Questionnaire (C-PIQ) | Impact | -1.3 score on a scale | Standard Deviation 1.3 |
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)
| Arm | Measure | Value (MEAN) | Dispersion |
|---|---|---|---|
| W-SUDs | Client Satisfaction Questionnaire (CSQ) | 23.4 score on a scale | Standard Deviation 5.5 |
| Digitally-delivered Psychoeducation | Client Satisfaction Questionnaire (CSQ) | 26.1 score on a scale | Standard Deviation 6.6 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Craving Ratings | Baseline to Mid-Treatment at 4 weeks | -0.1 score on a scale | Standard Deviation 0.7 |
| W-SUDs | Craving Ratings | Baseline to Post-treatment at 8 weeks | -0.3 score on a scale | Standard Deviation 0.7 |
| W-SUDs | Craving Ratings | Baseline to 1-Month Follow-up at 12 weeks | -0.3 score on a scale | Standard Deviation 0.8 |
| Digitally-delivered Psychoeducation | Craving Ratings | Baseline to Mid-Treatment at 4 weeks | 0.0 score on a scale | Standard Deviation 1.2 |
| Digitally-delivered Psychoeducation | Craving Ratings | Baseline to Post-treatment at 8 weeks | -0.1 score on a scale | Standard Deviation 1.4 |
| Digitally-delivered Psychoeducation | Craving Ratings | Baseline to 1-Month Follow-up at 12 weeks | -0.3 score on a scale | Standard Deviation 1.3 |
Engagement With Control Condition
Assessment of number of emails opened duration of study
Time frame: Baseline to Post-treatment at 8 weeks
| Arm | Measure | Value (MEAN) | Dispersion |
|---|---|---|---|
| W-SUDs | Engagement With Control Condition | 6.7 emails | Standard Deviation 2.4 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Generalized Anxiety Disorder (GAD-7) | Baseline to Mid-treatment at 4 weeks | -3.4 score on a scale | Standard Deviation 4.2 |
| W-SUDs | Generalized Anxiety Disorder (GAD-7) | Baseline to Post-treatment at 8 weeks | -0.6 score on a scale | Standard Deviation 2.2 |
| W-SUDs | Generalized Anxiety Disorder (GAD-7) | Baseline to 1-month Follow-up at 12 weeks | -2.7 score on a scale | Standard Deviation 2.7 |
| Digitally-delivered Psychoeducation | Generalized Anxiety Disorder (GAD-7) | Baseline to Mid-treatment at 4 weeks | 0.6 score on a scale | Standard Deviation 3.7 |
| Digitally-delivered Psychoeducation | Generalized Anxiety Disorder (GAD-7) | Baseline to Post-treatment at 8 weeks | -0.2 score on a scale | Standard Deviation 4.3 |
| Digitally-delivered Psychoeducation | Generalized Anxiety Disorder (GAD-7) | Baseline to 1-month Follow-up at 12 weeks | 0.6 score on a scale | Standard Deviation 3.3 |
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
| Arm | Measure | Group | Value (NUMBER) |
|---|---|---|---|
| W-SUDs | Number of Participants Indicating Substance Use | Sedatives (severe) | 1 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Cocaine (moderate) | 0 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Alcohol (moderate) | 1 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Hallucinogen (mild) | 0 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Sedatives (mild) | 1 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Inhalant (mild) | 1 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Cannabis (moderate) | 1 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Alcohol (severe) | 4 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Cannabis (severe) | 3 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Alcohol (mild) | 0 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Multiple Diagnoses | 5 participants |
| W-SUDs | Number of Participants Indicating Substance Use | Stimulant (severe) | 3 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Multiple Diagnoses | 2 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Sedatives (mild) | 0 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Inhalant (mild) | 0 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Alcohol (mild) | 1 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Alcohol (moderate) | 2 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Alcohol (severe) | 3 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Stimulant (severe) | 0 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Cocaine (moderate) | 1 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Hallucinogen (mild) | 1 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Cannabis (moderate) | 0 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Sedatives (severe) | 0 participants |
| Digitally-delivered Psychoeducation | Number of Participants Indicating Substance Use | Cannabis (severe) | 2 participants |
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
| Arm | Measure | Group | Value (NUMBER) |
|---|---|---|---|
| W-SUDs | Number of Participants Providing PEth Sample Phosphatidylethanol (PEth) | PEth completed at Baseline | 5 participants |
| W-SUDs | Number of Participants Providing PEth Sample Phosphatidylethanol (PEth) | PEth completed at Post-treatment at 8 weeks | 3 participants |
| Digitally-delivered Psychoeducation | Number of Participants Providing PEth Sample Phosphatidylethanol (PEth) | PEth completed at Baseline | 5 participants |
| Digitally-delivered Psychoeducation | Number of Participants Providing PEth Sample Phosphatidylethanol (PEth) | PEth completed at Post-treatment at 8 weeks | 4 participants |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Past Month Average Days Per Week of Drinking Alcohol | Baseline to Mid-treatment at 4 weeks: Past month average days per week of drinking alcohol | -0.4 days per week | Standard Deviation 0.9 |
| W-SUDs | Past Month Average Days Per Week of Drinking Alcohol | Baseline to Post-treatment at 8 weeks: Past month average days per week of drinking alcohol | -0.2 days per week | Standard Deviation 0.8 |
| W-SUDs | Past Month Average Days Per Week of Drinking Alcohol | Baseline to 1-month Follow-up at 12 weeks: Past month average days per week of drinking alcohol | -0.6 days per week | Standard Deviation 1.7 |
| Digitally-delivered Psychoeducation | Past Month Average Days Per Week of Drinking Alcohol | Baseline to Mid-treatment at 4 weeks: Past month average days per week of drinking alcohol | -2.4 days per week | Standard Deviation 2.6 |
| Digitally-delivered Psychoeducation | Past Month Average Days Per Week of Drinking Alcohol | Baseline to Post-treatment at 8 weeks: Past month average days per week of drinking alcohol | -1.6 days per week | Standard Deviation 2.7 |
| Digitally-delivered Psychoeducation | Past Month Average Days Per Week of Drinking Alcohol | Baseline to 1-month Follow-up at 12 weeks: Past month average days per week of drinking alcohol | -1.4 days per week | Standard Deviation 2.7 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Past Month Average Standard Drinks in a Day | Baseline to Mid-treatment at 4 weeks: Past month average standard drinks in a day | 1.6 drinks per drinking day | Standard Deviation 2.5 |
| W-SUDs | Past Month Average Standard Drinks in a Day | Baseline to Post-treatment at 8 weeks: Past month average standard drinks in a day | -0.3 drinks per drinking day | Standard Deviation 0.8 |
| W-SUDs | Past Month Average Standard Drinks in a Day | Baseline to 1-month Follow-up at 12 weeks: Past month average standard drinks in a day | -2.4 drinks per drinking day | Standard Deviation 6 |
| Digitally-delivered Psychoeducation | Past Month Average Standard Drinks in a Day | Baseline to Mid-treatment at 4 weeks: Past month average standard drinks in a day | -1.0 drinks per drinking day | Standard Deviation 3 |
| Digitally-delivered Psychoeducation | Past Month Average Standard Drinks in a Day | Baseline to Post-treatment at 8 weeks: Past month average standard drinks in a day | -1.1 drinks per drinking day | Standard Deviation 2.8 |
| Digitally-delivered Psychoeducation | Past Month Average Standard Drinks in a Day | Baseline to 1-month Follow-up at 12 weeks: Past month average standard drinks in a day | -0.8 drinks per drinking day | Standard Deviation 3 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Past Month Average Standard Drinks in a Week | Baseline to Mid-treatment at 4 weeks: Past month average standard drinks in a week | 8.2 drinks per week | Standard Deviation 19.2 |
| W-SUDs | Past Month Average Standard Drinks in a Week | Baseline to Post-treatment at 8 weeks: Past month average standard drinks in a week | -2.3 drinks per week | Standard Deviation 4.1 |
| W-SUDs | Past Month Average Standard Drinks in a Week | Baseline to 1-month Follow-up at 12 weeks: Past month average standard drinks in a week | -10.3 drinks per week | Standard Deviation 17.2 |
| Digitally-delivered Psychoeducation | Past Month Average Standard Drinks in a Week | Baseline to Mid-treatment at 4 weeks: Past month average standard drinks in a week | -8.0 drinks per week | Standard Deviation 14.2 |
| Digitally-delivered Psychoeducation | Past Month Average Standard Drinks in a Week | Baseline to Post-treatment at 8 weeks: Past month average standard drinks in a week | -6.7 drinks per week | Standard Deviation 13.8 |
| Digitally-delivered Psychoeducation | Past Month Average Standard Drinks in a Week | Baseline to 1-month Follow-up at 12 weeks: Past month average standard drinks in a week | -4.6 drinks per week | Standard Deviation 16.2 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Past Month Number of Binge Days | Baseline to Mid-treatment at 4 weeks: Past month number of binge days | 4 days | Standard Deviation 11.6 |
| W-SUDs | Past Month Number of Binge Days | Baseline to Post-treatment at 8 weeks: Past month number of binge days | 2.0 days | Standard Deviation 9.9 |
| W-SUDs | Past Month Number of Binge Days | Baseline to 1-month Follow-up at 12 weeks: Past month number of binge days | -3.7 days | Standard Deviation 7.3 |
| Digitally-delivered Psychoeducation | Past Month Number of Binge Days | Baseline to 1-month Follow-up at 12 weeks: Past month number of binge days | -4.1 days | Standard Deviation 11.1 |
| Digitally-delivered Psychoeducation | Past Month Number of Binge Days | Baseline to Mid-treatment at 4 weeks: Past month number of binge days | -1.3 days | Standard Deviation 9 |
| Digitally-delivered Psychoeducation | Past Month Number of Binge Days | Baseline to Post-treatment at 8 weeks: Past month number of binge days | -7.4 days | Standard Deviation 9.6 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Patient Health Questionnaire (PHQ-8) | Baseline to Mid-treatment at 4 weeks | -3.9 score on a scale | Standard Deviation 6.3 |
| W-SUDs | Patient Health Questionnaire (PHQ-8) | Baseline to Post-treatment at 8 weeks | -1.9 score on a scale | Standard Deviation 4.4 |
| W-SUDs | Patient Health Questionnaire (PHQ-8) | Baseline to 1-month Follow-up at 12 weeks | -1.4 score on a scale | Standard Deviation 4.2 |
| Digitally-delivered Psychoeducation | Patient Health Questionnaire (PHQ-8) | Baseline to Mid-treatment at 4 weeks | -2.0 score on a scale | Standard Deviation 5.2 |
| Digitally-delivered Psychoeducation | Patient Health Questionnaire (PHQ-8) | Baseline to Post-treatment at 8 weeks | -1.2 score on a scale | Standard Deviation 6.5 |
| Digitally-delivered Psychoeducation | Patient Health Questionnaire (PHQ-8) | Baseline to 1-month Follow-up at 12 weeks | -2.9 score on a scale | Standard Deviation 5.2 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Short Inventory of Problems- Alcohol and Drugs (SIP-AD) | Baseline to Mid-Treatment at 4 weeks | -7.6 score on a scale | Standard Deviation 9.2 |
| W-SUDs | Short Inventory of Problems- Alcohol and Drugs (SIP-AD) | Baseline to Post-treatment at 8 weeks | -7.4 score on a scale | Standard Deviation 8.4 |
| W-SUDs | Short Inventory of Problems- Alcohol and Drugs (SIP-AD) | Baseline to 1-Month Follow-up at 12 weeks | -9.6 score on a scale | Standard Deviation 8.1 |
| Digitally-delivered Psychoeducation | Short Inventory of Problems- Alcohol and Drugs (SIP-AD) | Baseline to Post-treatment at 8 weeks | -4.0 score on a scale | Standard Deviation 13.3 |
| Digitally-delivered Psychoeducation | Short Inventory of Problems- Alcohol and Drugs (SIP-AD) | Baseline to Mid-Treatment at 4 weeks | -1.1 score on a scale | Standard Deviation 10.5 |
| Digitally-delivered Psychoeducation | Short Inventory of Problems- Alcohol and Drugs (SIP-AD) | Baseline to 1-Month Follow-up at 12 weeks | -4.4 score on a scale | Standard Deviation 12.7 |
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
| Arm | Measure | Value (MEAN) | Dispersion |
|---|---|---|---|
| W-SUDs | Stanford Presenteeism Scale (SPS-6) | 2.3 score on a scale | Standard Deviation 3.7 |
| Digitally-delivered Psychoeducation | Stanford Presenteeism Scale (SPS-6) | 2.7 score on a scale | Standard Deviation 3.4 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Thoughts About Abstinence (TAA) | Desire to quit | -0.8 score on a scale | Standard Deviation 1.4 |
| W-SUDs | Thoughts About Abstinence (TAA) | Perceived success in quitting | 0.4 score on a scale | Standard Deviation 2.3 |
| W-SUDs | Thoughts About Abstinence (TAA) | Difficulty in staying quit | 0.6 score on a scale | Standard Deviation 3.7 |
| Digitally-delivered Psychoeducation | Thoughts About Abstinence (TAA) | Desire to quit | 1.4 score on a scale | Standard Deviation 2 |
| Digitally-delivered Psychoeducation | Thoughts About Abstinence (TAA) | Perceived success in quitting | -0.8 score on a scale | Standard Deviation 1.9 |
| Digitally-delivered Psychoeducation | Thoughts About Abstinence (TAA) | Difficulty in staying quit | -0.6 score on a scale | Standard Deviation 2.8 |
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)
| Arm | Measure | Value (MEAN) | Dispersion |
|---|---|---|---|
| W-SUDs | Usage Rating Profile Intervention - Intervention (URPI)-Feasibility | 27.4 score on a scale | Standard Deviation 5.3 |
| Digitally-delivered Psychoeducation | Usage Rating Profile Intervention - Intervention (URPI)-Feasibility | 34.2 score on a scale | Standard Deviation 2.7 |
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)
| Arm | Measure | Value (MEAN) | Dispersion |
|---|---|---|---|
| W-SUDs | Usage Rating Profile - Intervention (URPI)-Acceptability | 24.1 score on a scale | Standard Deviation 6.2 |
| Digitally-delivered Psychoeducation | Usage Rating Profile - Intervention (URPI)-Acceptability | 27.4 score on a scale | Standard Deviation 8.4 |
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
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| W-SUDs | Working Alliance Inventory (WAI-SR) | Goal | 0.14 score on a scale | Standard Deviation 4.56 |
| W-SUDs | Working Alliance Inventory (WAI-SR) | Task | 0.57 score on a scale | Standard Deviation 5.03 |
| W-SUDs | Working Alliance Inventory (WAI-SR) | Bond | 1.57 score on a scale | Standard Deviation 3.95 |