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Bonar EE, Tan CY, Fernandez AC, Goldstick JE, Chapman L, Florimbio AR, Walton MA. A social media intervention for high-intensity drinking among emerging adults: a pilot randomized controlled trial. Alcohol Alcohol 2024; 59:agae005. [PMID: 38364317 PMCID: PMC10872155 DOI: 10.1093/alcalc/agae005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 11/09/2023] [Accepted: 12/26/2023] [Indexed: 02/18/2024] Open
Abstract
AIMS High-intensity drinking (HID) is a pattern of risky drinking defined as at least 8 drinks (for women) or 10 drinks (for men) in a single episode. Individuals engaged in HID may be at greater risk for consequences, necessitating tailored interventions. Herein, we report the feasibility and acceptability of a social media-delivered 8-week intervention for emerging adults with recent HID. METHODS Using social media advertising, we recruited 102 emerging adults who reported past-month HID. Average age was 20.0 year-olds (SD = 2.0); 51.0% were male. Most identified as White (64.7%; 14.7% Black/African American, 13.7% multiracial) and 26.5% identified as Hispanic/Latinx. Participants were randomized to an 8-week intervention delivered via Snapchat by health coaches (N = 50) or to a control condition (psychoeducational website referral; N = 52). Follow-ups occurred at 2 and 4 months post-baseline. RESULTS The intervention was acceptable (85.1% liked it/liked it a lot) and there were high follow-up rates. Participants rated coaches as supportive (91.5%) and respectful (93.6%). Descriptively, helpfulness ratings were higher for non-alcohol-related content (e.g. stress; 59.6% very/extremely helpful) than alcohol-related content (40.4% very/extremely helpful). Regarding engagement, 86.0% engaged approximately weekly and 59.6% indicated they saved intervention snaps. Descriptive data showed reductions over time in several measures of alcohol consumption and consequences as well as cannabis-impaired driving and mental health symptoms. CONCLUSIONS This 8-week social media intervention for HID was feasible and acceptable among emerging adults, supporting the benefit of future testing in a fully powered trial.
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Affiliation(s)
- Erin E Bonar
- Michigan Innovations in Addiction Care through Research & Education Program, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, United States
- Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, United States
| | - Chiu Y Tan
- Addiction Center, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, United States
| | - Anne C Fernandez
- Michigan Innovations in Addiction Care through Research & Education Program, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, United States
- Addiction Center, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, United States
| | - Jason E Goldstick
- Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, United States
- Department of Emergency Medicine, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, United States
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI 48109, United States
| | - Lyndsay Chapman
- Addiction Center, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, United States
| | - Autumn R Florimbio
- Addiction Center, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, United States
| | - Maureen A Walton
- Michigan Innovations in Addiction Care through Research & Education Program, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, United States
- Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, United States
- Addiction Center, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, United States
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Bonar EE, Goldstick JE, Tan CY, Bourque C, Carter PM, Duval ER, McAfee J, Walton MA. A remote brief intervention plus social media messaging for cannabis use among emerging adults: A pilot randomized controlled trial in emergency department patients. Addict Behav 2023; 147:107829. [PMID: 37598642 DOI: 10.1016/j.addbeh.2023.107829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Revised: 08/02/2023] [Accepted: 08/04/2023] [Indexed: 08/22/2023]
Abstract
INTRODUCTION Interventions addressing cannabis use among emerging adults (ages 18-25) are currently needed to prevent negative outcomes. Emergency Department (ED) visits provide an opportunity to initiate interventions. In this pilot study, we created a brief intervention (BI), extended with private social media messaging for emerging adult ED patients who use cannabis regularly. Study aims were to examine intervention feasibility, acceptability, and descriptive outcomes. METHODS We recruited and randomized N = 58 emerging adults (M age 21.5 years, 65.5% female) who used cannabis from an ED in-person and remotely after their ED visit (given COVID-19 restrictions). Participants randomized to the intervention (N = 30) received a Motivational Interviewing-based BI and 4 weeks of health coaching via private social media; control participants received a resource brochure and entertaining social media messaging. Follow-ups occurred at 1-month and 3-months. RESULTS Most intervention participants liked the BI (95.8%), found it helpful to discuss cannabis use in the BI (91.7%), and liked interacting with coaches on social media (86.3%). Social media content (e.g., video clips, images/still pictures/memes) were highly rated. Descriptively, the intervention group showed theory-consistent changes in importance of and intentions to change cannabis (increases vs. decrease/stability in control group), whereas findings for cannabis consumption/consequences were mixed. CONCLUSIONS This BI paired with social media messaging was acceptable in a sample of emerging adults from an ED who used cannabis regularly. Despite feasibility challenges due to COVID-19, this intervention warrants future investigation with a larger sample and longer follow-up period, with attention to the changing cannabis landscape when measuring outcomes.
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Affiliation(s)
- Erin E Bonar
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA; Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA.
| | - Jason E Goldstick
- Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA; Department of Emergency Medicine, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA; Department of Health Behavior and Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI 48109, USA.
| | - Chiu Yi Tan
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA.
| | - Carrie Bourque
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA.
| | - Patrick M Carter
- Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA; Department of Emergency Medicine, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA; Department of Health Behavior and Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI 48109, USA; Emergency Medicine, Hurley Medical Center, 1 Hurley Plaza, Flint, MI 48503, USA.
| | - Elizabeth R Duval
- Department of Psychiatry, University of Michigan, 4250 Plymouth Road, Ann Arbor, MI 48109, USA.
| | - Jenna McAfee
- Department of Anesthesiology, University of Michigan, Burlington Building, 325 E. Eisenhower Parkway, Ann Arbor, MI 48108, USA.
| | - Maureen A Walton
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA; Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA.
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Harper CE, Hudson JS, Tidwell K, Boswell R, Yong HL, Maxwell AJ. Implementation of the first comprehensive state oral fluid drug testing program for roadside screening and laboratory testing in DUID cases-A 5-year review. J Anal Toxicol 2023; 47:694-702. [PMID: 37526020 DOI: 10.1093/jat/bkad051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 06/07/2023] [Accepted: 07/31/2023] [Indexed: 08/02/2023] Open
Abstract
Oral fluid (OF) is a valuable specimen for driving under the influence of drugs (DUID) applications. This study demonstrates the implementation of the first comprehensive OF drug testing program in the United States, including approved roadside screening OF devices for law enforcement and validated liquid chromatography-tandem mass spectrometry (LC-MS-MS) confirmation methods. Three roadside OF screening devices were evaluated: the Dräger DrugTest® 5000, Abbott SoToxa®, and Randox Evidence MultiSTAT™. Two qualitative LC-MS-MS confirmation methods were validated per ASB Standard 036. The first method utilized an automated dispersive pipette extraction extraction using Integra and Hamilton STARlet platforms for drugs of abuse. The second method used a liquid-liquid extraction to detect cannabinoids. The prevalence of drugs in blood and OF was monitored over 5 years of casework. Calibration curves were analyzed with each batch to monitor OF concentrations for research purposes. Three roadside OF screening devices were deemed fit for purpose. Devices demonstrated appropriate sensitivity, specificity, positive and negative predictive values, and accuracy above 80% for targeted drugs except for benzodiazepines (DrugTest® 5000) and amphetamine (SoToxa®). The validated LC-MS-MS OF confirmation methods met the National Safety Council-recommended cutoffs for 18/21 (86%) of the targets. Over 5 years of casework, THC and cocaine were detected at a positivity rate of 90% and 97% in OF versus 75% and 44% in blood, respectively. OF:blood ratios exceeded unity for parent drugs. Median concentrations of THC in OF and blood were 31 and 3.5 ng/mL, respectively. OF is a viable alternative or supplemental specimen for DUID investigations. Collecting OF close to the driving event increases the opportunity to identify pharmacologically active substances, and when combined with blood analysis results, an elevated OF:blood ratio provides valuable information for DUID investigation purposes.
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Affiliation(s)
- Curt E Harper
- Alabama Department of Forensic Sciences, 2026 Valleydale Rd, Hoover, AL 35244, USA
| | - Jason S Hudson
- Quest Diagnostics, 10101 Renner Blvd, Lenexa, KS 66219, USA
| | - Kristin Tidwell
- Alabama Department of Forensic Sciences, 2026 Valleydale Rd, Hoover, AL 35244, USA
| | - Rebekah Boswell
- Alabama Department of Forensic Sciences, 2026 Valleydale Rd, Hoover, AL 35244, USA
| | - Hui Liu Yong
- Alabama Department of Forensic Sciences, 2026 Valleydale Rd, Hoover, AL 35244, USA
| | - Antoinette J Maxwell
- Alabama Department of Forensic Sciences, 2026 Valleydale Rd, Hoover, AL 35244, USA
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Schlossarek S, Schmidt H, Bischof A, Bischof G, Brandt D, Borgwardt S, Browne DT, Christakis D, Hurst-Della Pietra P, Demetrocvics Z, Rumpf HJ. Psychometric Properties of Screening Instruments for Social Network Use Disorder in Children and Adolescents: A Systematic Review. JAMA Pediatr 2023; 177:419-426. [PMID: 36806892 DOI: 10.1001/jamapediatrics.2022.5741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/22/2023]
Abstract
IMPORTANCE Children and adolescents spend considerable time on the internet, which makes them a highly vulnerable group for the development of problematic usage patterns. A variety of screening methods have already been developed and validated for social network use disorder (SNUD); however, a systematic review of SNUD in younger age groups has not been performed. OBJECTIVE To review published reports on screening tools assessing SNUD in children and adolescents with a maximum mean age of 18.9 years. EVIDENCE REVIEW To identify instruments for the assessment of SNUD, a systematic literature search was conducted in the databases PsycINFO, PubMed, Web of Science, PsycArticles, and Scopus. The final search took place on May 2, 2022. Psychometric properties of available tools were examined and evaluated to derive recommendations for suitable instruments for individuals up to 18 years of age. FINDINGS A total of 5746 publications were identified, of which 2155 were excluded as duplicates. Of the remaining 3591 nonredundant publications, 3411 studies were assessed as not relevant after title and abstract screening. A full-text analysis of 180 remaining studies classified as potentially eligible resulted in a final inclusion of 29 studies revealing validation evidence for a total of 19 tools. The study quality was mostly moderate. With regard to validation frequency, 3 tools exhibited the largest evidence base: Social Media Disorder Scale (SMDS), the short version of the Bergen Facebook Addiction Scale, and Bergen Social Media Addiction Scale-Short Form (BSMAS-SF). Among these, 1 study tested a parental version (SMDS-P) for its psychometric properties. Taking all criteria into account, the strongest recommendation was made for the SMDS and BSMAS-SF. CONCLUSIONS AND RELEVANCE Results suggest that the SMDS-SF and BSMAS-SF were appropriate screening measures for SNUD. Advantages of the SMDS are the availability of a short version and the possibility of an external parental rating.
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Affiliation(s)
- Samantha Schlossarek
- Department of Psychiatry and Psychotherapy, University of Luebeck, Luebeck, Germany
| | - Hannah Schmidt
- Department of Psychiatry and Psychotherapy, University of Luebeck, Luebeck, Germany.,Department of Pediatric and Adolescent Medicine, University of Luebeck, Luebeck, Germany
| | - Anja Bischof
- Department of Psychiatry and Psychotherapy, University of Luebeck, Luebeck, Germany
| | - Gallus Bischof
- Department of Psychiatry and Psychotherapy, University of Luebeck, Luebeck, Germany
| | - Dominique Brandt
- Department of Psychiatry and Psychotherapy, University of Luebeck, Luebeck, Germany
| | - Stefan Borgwardt
- Department of Psychiatry and Psychotherapy, University of Luebeck, Luebeck, Germany
| | - Dillon T Browne
- Department of Psychology, University of Waterloo, Waterloo, Ontario, Canada
| | | | | | - Zsolt Demetrocvics
- Centre of Excellence in Responsible Gaming, University of Gibraltar, Gibraltar.,Institute of Psychology, Eötvös Loránd University, Budapest, Hungary
| | - Hans-Jürgen Rumpf
- Department of Psychiatry and Psychotherapy, University of Luebeck, Luebeck, Germany
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Florimbio AR, Coughlin LN, Bauermeister JA, Young SD, Zimmerman MA, Walton MA, Bonar EE. Risky Drinking in Adolescents and Emerging Adults: Differences between Individuals Using Alcohol Only versus Polysubstances. Subst Use Misuse 2022; 58:211-220. [PMID: 36537360 PMCID: PMC9877190 DOI: 10.1080/10826084.2022.2152192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
BACKGROUND Factors related to risky drinking (e.g., motives, protective behavioral strategies [PBS]) may vary between youth who engage in polysubstance use compared to those who consume alcohol only. We examined differences in factors among youth who consume alcohol only compared to alcohol with other substances (i.e., polysubstance use), and correlates associated with risky drinking between the groups. METHODS Participants (N = 955; ages 16-24; 54.5% female) who reported recent risky drinking completed measures of alcohol/substance use, alcohol-related consequences, drinking motives, alcohol PBS, mental health symptoms, and emotion dysregulation. Participants were in the polysubstance group if they reported using at least one other substance (e.g., cannabis, stimulants) in addition to alcohol in the past three months. Chi-square and t-tests examined differences between the two groups and multiple regression analyses examined correlates of risky drinking. RESULTS Most participants (70.4%, n = 672) reported polysubstance use; these individuals engaged in riskier patterns of drinking, experienced more alcohol-related consequences, used fewer PBS, had stronger drinking motives (enhancement, social, coping), endorsed more mental health symptoms, and reported more emotion dysregulation. Regression models showed that emotion dysregulation significantly associated with risky drinking in the alcohol-only group; conformity and coping motives, alcohol PBS, and anxiety symptoms significantly associated with risky drinking in the polysubstance group. CONCLUSIONS Among risky drinking youth, results indicated youth engaging in polysubstance use have greater comorbidities and individual-level factors associated with risky drinking than youth who consume alcohol only. These findings may inform the tailoring of interventions for individuals who engage in risky drinking and polysubstance use.
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Affiliation(s)
- Autumn Rae Florimbio
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, Ann Arbor, MI, USA
| | - Lara N. Coughlin
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, Ann Arbor, MI, USA
- Injury Prevention Center, University of Michigan, Ann Arbor, MI, USA
| | - José A. Bauermeister
- Department of Family and Community Health, University of Pennsylvania, Philadelphia, PA, USA
| | - Sean D. Young
- Department of Emergency Medicine, University of California, Irvine, Irvine, CA, USA
- Department of Informatics, University of California, Irvine, Irvine, CA, USA
| | - Marc A. Zimmerman
- Injury Prevention Center, University of Michigan, Ann Arbor, MI, USA
- Department of Health Behavior and Health Education, University of Michigan, Ann Arbor, MI, USA
| | - Maureen A. Walton
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, Ann Arbor, MI, USA
- Injury Prevention Center, University of Michigan, Ann Arbor, MI, USA
| | - Erin E. Bonar
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, Ann Arbor, MI, USA
- Injury Prevention Center, University of Michigan, Ann Arbor, MI, USA
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Patrick ME, Terry-McElrath YM, Bonar EE. Patterns and predictors of high-intensity drinking and implications for intervention. PSYCHOLOGY OF ADDICTIVE BEHAVIORS 2022; 36:581-594. [PMID: 36066869 PMCID: PMC9449141 DOI: 10.1037/adb0000758] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/03/2023]
Abstract
Efforts to intervene with subgroups at particularly high risk for alcohol use require information on factors that differentiate drinking intensity levels. This article summarizes existing research and provides new findings on sociodemographics and risk factors that differentiate high-intensity drinking (HID) to provide context for developing and delivering interventions for the highest-risk drinkers. Cross-sectional data were obtained in 2019 from participants who reported past 30-day alcohol use in 2018 as part of the nationally representative 12th grade Monitoring the Future study. Among past 2-week drinkers in 2019 (N = 601; modal age 19; 57.0% male; 67.4% non-Hispanic White), bivariate associations between drinking intensity (moderate drinking [1-4 drinks for women/1-5 drinks for men], binge-only drinking [4-7/5-9 drinks], and HID [8+/10+ drinks]) and a range of sociodemographic characteristics, risk factors, and alcohol-related consequences were examined. Results showed binge-drinking norms, social and enhancement drinking motives, nicotine vaping, and use of limiting/stopping drinking and manner of drinking protective behavioral strategies differentiated all drinking intensity levels, lending support to HID and binge-only drinking having an overlapping risk profile. However, there were also risk factors uniquely associated with HID, including sex, college attendance, employment, HID norms, use of serious harm reduction protective behavioral strategies, family history of drinking problems, any cigarette or drug use other than marijuana, and depression symptoms. Therefore, risk factors differentiate young adult drinking intensity. These results can inform efforts to adapt interventions for young adults who report HID. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Affiliation(s)
- Megan E. Patrick
- Institute for Social Research, University of Michigan, Ann Arbor
| | | | - Erin E. Bonar
- Addiction Center, Department of Psychiatry, University of Michigan, Ann Arbor
- Injury Prevention Center, University of Michigan, Ann Arbor
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Bonar EE, Bauermeister JA, Blow FC, Bohnert ASB, Bourque C, Coughlin LN, Davis AK, Florimbio AR, Goldstick JE, Wisnieski DM, Young SD, Walton MA. A randomized controlled trial of social media interventions for risky drinking among adolescents and emerging adults. Drug Alcohol Depend 2022; 237:109532. [PMID: 35759874 PMCID: PMC9745675 DOI: 10.1016/j.drugalcdep.2022.109532] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 06/02/2022] [Accepted: 06/03/2022] [Indexed: 12/15/2022]
Abstract
PURPOSE Alcohol use among adolescents and emerging adults is an important public health issue requiring prevention approaches. Herein, we describe outcomes from a randomized controlled trial testing the efficacy of group-based social media interventions targeting risky drinking among youth. PROCEDURES Using social media advertisements to screen potential participants, we recruited 955 youth (ages 16-24) reporting recent risky drinking. After completing a baseline assessment, participants were randomized to 8-week secret Facebook group conditions: Social Media Intervention + Incentives for engagement, Social Media Intervention only, and attention-placebo control. Electronic coaches trained in motivational interviewing facilitated interaction in intervention groups. Primary outcomes include past 3-month alcohol use and consequences over 3-, 6-, and 12-month follow-ups. Secondary outcomes include other drug use, consequences, and impaired driving. We also measured intervention engagement and acceptability. RESULTS The interventions were well-received, with significantly greater acceptability ratings and engagement in the SMI+I condition relative to other groups. In adjusted analyses, there were no significant differences between interventions and control on alcohol-related outcomes, with all groups showing reductions. Regarding secondary outcomes (70.4% used other drugs), compared to control, the incentivized group reduced other drug use, consequences, and cannabis-impaired driving; the non-incentivized group did not significantly differ from the control condition. CONCLUSIONS Among this predominantly poly-substance using sample, findings were mixed, with significant effects of the incentivized social media intervention on drug (but not alcohol) outcomes. Future studies are needed to further refine social media-delivered interventions to reduce alcohol and other drug use. TRIAL REGISTRATION ClinicalTrials.gov NCT02809586; University of Michigan HUM#00102242.
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Affiliation(s)
- Erin E. Bonar
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA
| | - José A. Bauermeister
- Department of Family and Community Health, School of Nursing, University of Pennsylvania, Philadelphia, PA 19104
| | - Frederic C. Blow
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Veterans Health Administration, Center for Clinical Management Research, North Campus Research Complex, 2800 Plymouth Rd Bldg 16, Ann Arbor, MI 48109, USA
| | - Amy S. B. Bohnert
- Veterans Health Administration, Center for Clinical Management Research, North Campus Research Complex, 2800 Plymouth Rd Bldg 16, Ann Arbor, MI 48109, USA,Department of Anesthesiology, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA
| | - Carrie Bourque
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA
| | - Lara N. Coughlin
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA
| | - Alan K. Davis
- Center for Psychedelic Drug Research and Education, College of Social Work, The Ohio State University, 1947 College Rd, Columbus, OH 43210 USA,Center for Psychedelic and Consciousness Research, Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, 5510 Nathan Shock Drive, Baltimore, MD 21224 USA
| | - Autumn Rae Florimbio
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA
| | - Jason E. Goldstick
- Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA,Department of Emergency Medicine, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd Bldg 10-G080, Ann Arbor, MI 48109, USA,Health Behavior & Health Education, School of Public Health, University of Michigan, Ann Arbor, MI 48105
| | - Diane M. Wisnieski
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA
| | - Sean D. Young
- Department of Informatics, Donald Bren School of Information and Computer Sciences, University of California Irvine, Irvine, CA 92697,Department of Emergency Medicine, University of California Irvine, Irvine, CA 92697
| | - Maureen A. Walton
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA
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SIMINOFF LAURAA, CHANSIRI KARIKARN, ALOLOD GERARD, GARDINER HEATHERM. Culturally Tailored and Community-Based Social Media Intervention to Promote Organ Donation Awareness among Asian Americans: "Heart of Gold". JOURNAL OF HEALTH COMMUNICATION 2022; 27:450-459. [PMID: 36062983 PMCID: PMC10576892 DOI: 10.1080/10810730.2022.2119445] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Organ donation disparities among ethnic minorities have persisted for decades, especially among Asian Americans (AAs). AAs represent a substantial proportion of the national transplant waitlist but have historically had the lowest organ donation rate in the United States. Community based and culturally tailored (CBCT) interventions are needed to increase donor designation within AA communities. In collaboration with local AA organizations and representatives and national partners, we developed a culturally and linguistically tailored video using a family appeal to promote donor designation among AAs. The video was distributed on social media platforms in two stages from February 17 to September 17, 2021 and tracked Reaches, Impressions, Views, and Engagements as part of a larger evaluation. The results revealed higher social media activities and engagements on Facebook than on Instagram with and without paid advertisements, although the paid approach yielded 5 to 16 times higher viewer engagement. Over six months, the video reached 36,845 AAs and gained 53,308 Impressions, 20,139 Views, 2,455 Engagements, and 232 visits to the organ donation registration page. The findings indicated Facebook and CBCT approaches as effective communication strategies to potentially raise AAs' organ donation awareness, especially among AA females over 45 years of age. Implications and limitations are discussed.
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Affiliation(s)
- LAURA A. SIMINOFF
- Department of Social and Behavioural Sciences, College of Public Health, Temple University, Philadelphia, Pennsylvania, USA
| | - KARIKARN CHANSIRI
- Department of Social and Behavioural Sciences, College of Public Health, Temple University, Philadelphia, Pennsylvania, USA
| | - GERARD ALOLOD
- Department of Social and Behavioural Sciences, College of Public Health, Temple University, Philadelphia, Pennsylvania, USA
| | - HEATHER M. GARDINER
- Department of Social and Behavioural Sciences, College of Public Health, Temple University, Philadelphia, Pennsylvania, USA
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Bonar EE, Goldstick JE, Chapman L, Bauermeister JA, Young SD, McAfee J, Walton MA. A social media intervention for cannabis use among emerging adults: Randomized controlled trial. Drug Alcohol Depend 2022; 232:109345. [PMID: 35144238 PMCID: PMC9549699 DOI: 10.1016/j.drugalcdep.2022.109345] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 01/27/2022] [Accepted: 01/29/2022] [Indexed: 11/25/2022]
Abstract
PURPOSE Cannabis use is increasing among emerging adults (ages 18-25), necessitating the need for prevention interventions. Using a novel platform - social media - we developed an 8-week motivational interviewing and cognitive-behavioral intervention targeting cannabis use among emerging adults. Herein, we report on the feasibility and acceptability of the intervention in a pilot trial. PROCEDURES For NCT04187989 we recruited N = 149 emerging adults who used cannabis (at least 3 times/week for the past month) using social media advertising. Their mean age was 21.0 years (SD = 2.2); 55.7% were female. Most were White (70.5%; 20.1% Black/African American, 9.4% Other races), with 20.1% identifying as Hispanic/Latinx. Participants were randomized to the 8-week intervention or an 8-week attention-placebo control condition, both delivered in secret Facebook groups by electronic health coaches (e-coaches). Follow-up assessments occurred at 3- and 6-months. RESULTS The intervention was well-received and follow-up rates were high; fidelity was good. Intervention participants rated e-coaches significantly higher in terms of helpfulness, warmth, etc., compared to control participants. Intervention participants were more likely to engage with and recommend the group. In terms of percentage reductions in cannabis outcomes, the intervention group evidenced absolute reductions over time in several measures of cannabis consumption across modalities. In an adjusted model, reductions in vaping days in the intervention group, relative to attention-control, reached statistical significance (p = .020, D =.40). CONCLUSIONS This social media intervention for emerging adults' cannabis use was feasible and acceptable in the target population warranting future testing in a fully powered trial.
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Affiliation(s)
- Erin E. Bonar
- Addiction Center, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA,Center for Sexuality and Health Disparities, University of Michigan, 400 North Ingalls Street, Ann Arbor, MI 48109, USA
| | - Jason E. Goldstick
- Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA,Department of Emergency Medicine, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA,Department of Health Behavior and Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI 48109, USA
| | - Lyndsay Chapman
- Addiction Center, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA
| | - José A. Bauermeister
- Department of Family and Community Health, School of Nursing, University of Pennsylvania, Philadelphia, PA 19104
| | - Sean D. Young
- Department of Informatics, Donald Bren School of Information and Computer Sciences, University of California Irvine, Irvine, CA 92697,Department of Emergency Medicine, School of Medicine, University of California Irvine, Irvine, CA 92697
| | - Jenna McAfee
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI 48109
| | - Maureen A. Walton
- Addiction Center, Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA
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10
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Bonar EE, Souweidane MA, Blow FC, Bohnert ASB, Bauermeister JA, Young SD, Walton MA. High-intensity drinking among adolescent and emerging adult risky drinkers. Subst Abus 2022; 43:713-721. [PMID: 35100097 PMCID: PMC9720995 DOI: 10.1080/08897077.2021.2007513] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Background: High-intensity drinking (HID; 8+ U.S. standard drinks for women, 10+ men) is initiated during adolescence/emerging adulthood, increasing risk for negative outcomes, including blackouts. We examined baseline data from a study of risky drinking youth to identify factors associated with HID. Methods: Risky drinkers (ages 16-24) were recruited online (positive 3-month AUDIT-C score) as part of a larger study to examine social media interventions for risky drinking. We used baseline survey data to examine HID in relation to demographics, substance use-related variables, and individual and social factors. Results: Among 931 risky drinkers, 29.8% reported past-month HID, and those with HID reported greater substance use and consequences. In multivariable analysis, HID was associated with male sex; greater social motives, impulsivity, and motivation; lower self-efficacy; and greater likelihood of not living with parents, drinking with important peers, and parental disapproval of posting drinking pictures. When examining age group interactions (16-20; 21-24), underage drinkers with high sensation-seeking scores and lower parental disapproval of posting drinking pictures on social media reported greater HID. Conclusions: Among risky drinking youth, male sex, social motives, impulsivity, higher motivation to and lower-self-efficacy to reduce drinking, living away from parents, more frequent drinking with important peers, and lower parental disapproval of posting drinking pictures on social media were positively associated with HID. Further, HID was associated with greater health consequences, underscoring the need for HID interventions. Such interventions may benefit from enhancing motivation and self-efficacy, particularly in social contexts, as well as increasing positive peer and leisure activities to reduce HID.
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Affiliation(s)
- Erin E. Bonar
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA
| | - Mariam A. Souweidane
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA
| | - Frederic C. Blow
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,VA Center for Clinical Management Research, North Campus Research Complex, 2800 Plymouth Rd Bldg 16, Ann Arbor, MI 48109-2800
| | - Amy S. B. Bohnert
- VA Center for Clinical Management Research, North Campus Research Complex, 2800 Plymouth Rd Bldg 16, Ann Arbor, MI 48109-2800,Department of Anesthesiology, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd Bldg 16, Ann Arbor, MI 48109-2800
| | - José A. Bauermeister
- Department of Family and Community Health, School of Nursing, University of Pennsylvania, Philadelphia, PA 19104
| | - Sean D. Young
- Department of Informatics, Donald Bren School of Information and Computer Sciences, University of California Irvine, Irvine, CA 92697,Department of Emergency Medicine, School of Medicine, University of California Irvine, Irvine, CA 92697
| | - Maureen A. Walton
- Department of Psychiatry, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Addiction Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 16, Ann Arbor, MI 48109, USA,Injury Prevention Center, University of Michigan, North Campus Research Complex, 2800 Plymouth Rd. Building 10, Ann Arbor, MI 48109, USA
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11
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Adams RS, Ledingham E, Keyes KM. Have we overlooked the influence of "wine-mom" culture on alcohol consumption among mothers? Addict Behav 2022; 124:107119. [PMID: 34571460 DOI: 10.1016/j.addbeh.2021.107119] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 09/08/2021] [Accepted: 09/12/2021] [Indexed: 01/12/2023]
Affiliation(s)
- Rachel Sayko Adams
- Institute of Behavioral Health, Heller School for Social Policy & Management, Brandeis University, 415 South Street, Waltham, MA 02453, USA; Rocky Mountain Mental Illness Research Education and Clinical Center, Veterans Health Administration, Aurora, CO 80045, USA.
| | - Emily Ledingham
- Institute of Behavioral Health, Heller School for Social Policy & Management, Brandeis University, 415 South Street, Waltham, MA 02453, USA
| | - Katherine M Keyes
- Department of Epidemiology, Mailman School of Public Health, Columbia University, 722 West 168(th) Street, New York, NY 10032, USA
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12
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Helseth SA, Guigayoma J, Price D, Spirito A, Clark MA, Barnett NP, Becker SJ. Developing a Smartphone-Based Adjunct Intervention to Reduce Cannabis Use Among Juvenile Justice-Involved Adolescents: A Multiphase Study Protocol (Preprint). JMIR Res Protoc 2021; 11:e35402. [PMID: 35275086 PMCID: PMC8957005 DOI: 10.2196/35402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Accepted: 01/06/2022] [Indexed: 11/20/2022] Open
Abstract
Background Adolescents involved in the juvenile justice system who use cannabis are at an increased risk of future substance use disorders and rearrest. Many court-involved, nonincarcerated (CINI) youth are referred for services in the community and often encounter multiple barriers to care, highlighting the need for minimally burdensome services that can be delivered in justice settings. Digital health interventions are accessible, easy to implement, and can provide ongoing support but have not been developed to address the unique needs of CINI youth who use cannabis. Objective This multiphase study will aim to develop, implement, and pilot test a novel smartphone app, Teen Empowerment through Computerized Health (TECH), to reduce cannabis and other substance use among CINI youth. TECH is conceptualized as a digital adjunct to a brief computerized intervention delivered by our family court partner. Methods Following the principles of user-centered design, phase I interviews with CINI youth aged 14-18 years (n=14-18), their caregivers (n=6-8), and behavioral health app developers (n=6-8) will guide the TECH design decisions. Next, in phase II, CINI youth (n=10) will beta test the TECH app prototype for 1 month; their feedback regarding feasibility and acceptability will directly inform the app refinement process. Finally, in phase III, CINI youth (n=60) will participate in a pilot randomized controlled trial for 6 months, comparing the preliminary effectiveness of the adjunctive TECH app on cannabis use outcomes. Results Phase I data collection began in September 2020 and was completed in December 2021; 14 CINI youth, 8 caregivers, and 11 behavioral health app developers participated in the study. Phases II and III will occur in 2022 and 2023 and 2023 and 2025, respectively. Conclusions This body of work will provide insight into the feasibility and acceptability of a smartphone-based adjunctive intervention designed for CINI youth. Phase III results will offer a preliminary indication of the effectiveness of the TECH app in reducing cannabis use among CINI youth. International Registered Report Identifier (IRRID) DERR1-10.2196/35402
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Affiliation(s)
- Sarah A Helseth
- Department of Behavioral and Social Sciences, Brown University School of Public Health, Providence, RI, United States
| | - John Guigayoma
- Department of Behavioral and Social Sciences, Brown University School of Public Health, Providence, RI, United States
| | - Dayna Price
- Department of Behavioral and Social Sciences, Brown University School of Public Health, Providence, RI, United States
| | - Anthony Spirito
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, United States
| | - Melissa A Clark
- Department of Health Services Policy & Practice, Brown University School of Public Health, Providence, RI, United States
- Department of Obstetrics & Gynecology, Alpert Medical School of Brown University, Providence, RI, United States
| | - Nancy P Barnett
- Department of Behavioral and Social Sciences, Brown University School of Public Health, Providence, RI, United States
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, United States
| | - Sara J Becker
- Department of Behavioral and Social Sciences, Brown University School of Public Health, Providence, RI, United States
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, United States
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13
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Parker JN, Hunter AS, Bauermeister JA, Bonar EE, Carrico A, Stephenson R. Comparing Social Media and In-Person Recruitment: Lessons Learned From Recruiting Substance-Using, Sexual and Gender Minority Adolescents and Young Adults for a Randomized Control Trial. JMIR Public Health Surveill 2021; 7:e31657. [PMID: 34855613 PMCID: PMC8686481 DOI: 10.2196/31657] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Revised: 08/27/2021] [Accepted: 08/28/2021] [Indexed: 01/23/2023] Open
Abstract
BACKGROUND Recruiting large samples of diverse sexual and gender minority adolescent and young adults (AYAs) into HIV intervention research is critical to the development and later dissemination of interventions that address the risk factors for HIV transmission among substance-using, sexual and gender minority AYAs. OBJECTIVE This paper aimed to describe the characteristics of the samples recruited via social media and in-person methods and makes recommendations for strategies to recruit substance-using, sexual and gender minority AYAs, a hardly reached population that is a priority for HIV prevention research. METHODS Using data from a randomized control trial of an HIV and substance use intervention with sexual and gender minority AYAs, aged 15 to 29 years in southeastern Michigan (n=414), we examined demographic and behavioral characteristics associated with successful recruitment from a range of virtual and physical venues. RESULTS We found that paid advertisements on Facebook, Instagram, and Grindr offered the largest quantity of eligible participants willing to enroll in the trial. Instagram offered the largest proportion of transgender masculine participants, and Grindr offered the largest proportion of Black/African American individuals. Although we attempted venue-based recruitment at clubs, bars, community centers, and AIDS service organizations, we found it to be unsuccessful for this specific hardly reached population. Social media and geobased dating applications offered the largest pool of eligible participants. CONCLUSIONS Understanding factors associated with successful recruitment has the potential to inform effective and efficient strategies for HIV prevention research with substance-using, sexual and gender AYAs. TRIAL REGISTRATION ClinicalTrials.gov NCT02945436; https://clinicaltrials.gov/ct2/show/NCT02945436. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.2196/resprot.9414.
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Affiliation(s)
- Jayelin N Parker
- Center for Sexuality and Health Disparities, University of Michigan, Ann Arbor, MI, United States
| | - Alexis S Hunter
- Center for Sexuality and Health Disparities, University of Michigan, Ann Arbor, MI, United States
| | - Jose A Bauermeister
- Program on Sexuality, Technology & Action Research, University of Pennsylvania, Philadelphia, PA, United States
| | - Erin E Bonar
- Center for Sexuality and Health Disparities, University of Michigan, Ann Arbor, MI, United States.,Department of Psychiatry, University of Michigan Addiction Center, University of Michigan, Ann Arbor, MI, United States
| | - Adam Carrico
- Division of Prevention Science and Community Health, University of Miami, Miami, FL, United States
| | - Rob Stephenson
- Center for Sexuality and Health Disparities, University of Michigan, Ann Arbor, MI, United States
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14
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Kutok ER, Doria N, Dunsiger S, Patena JV, Nugent NR, Riese A, Rosen RK, Ranney ML. Feasibility and Cost of Using Instagram to Recruit Adolescents to a Remote Intervention. J Adolesc Health 2021; 69:838-846. [PMID: 34059428 DOI: 10.1016/j.jadohealth.2021.04.021] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Revised: 04/13/2021] [Accepted: 04/15/2021] [Indexed: 12/27/2022]
Abstract
PURPOSE The purpose of this study was to describe the feasibility, cost-effectiveness, and generalizability of a strategy for recruiting adolescents into research studies through social media. METHODS We designed and tested six Instagram advertisements (ads) with a combination of Instagram campaign objectives (Traffic vs. Reach) and types of placement (Story vs. Feed). The goal was to obtain remote assent and screen for a larger remote behavioral intervention study. The eligibility criteria for screening were being aged 13-17 years, residing in the United States, and English-speaking. The eligibility for the larger study was past year cybervictimization and smartphone ownership. A target sample was 80 participants, randomly assigned to a control or intervention group and followed up for 16 weeks. Recruitment rates and cost-per-enrolled participant with different advertising strategies, demographics, and retention were examined using descriptive statistics. RESULTS The six ads were run over 907.5 hours, generating 1,069,747 impressions, 2,051 click-throughs, and 663 completed screening surveys. Of 493 eligible participants, 24.4% assented to participate, 69.4% completed enrollment, and 4.8% dropped/withdrew after randomization. Average advertising costs were $52/participant; the lowest-cost strategy (Traffic campaign + Feed ad placement) was $19/enrolled participant. The study sample was largely white (81.3%), non-Hispanic (87.5%), and female (77.5%) with an average age of 15.33 years. Nearly half of the participants were identified as lesbian, gay, or bisexual. More than 96% of participants were retained at the 16-week follow-up. CONCLUSIONS Instagram can be a feasible and cost-effective way to recruit adolescents for a remote study. This method may be ideal for recruiting hard-to-reach audiences.
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Affiliation(s)
- Emily R Kutok
- Brown-Lifespan Center For Digital Health, Brown University, Providence, Rhode Island
| | - Nicole Doria
- Dalhousie University, School of Health and Human Performance, Halifax, Nova Scotia, Canada
| | - Shira Dunsiger
- Department of Behavioral and Social Sciences, Brown School of Public Health, Providence, Rhode Island
| | - John V Patena
- Brown-Lifespan Center For Digital Health, Brown University, Providence, Rhode Island
| | - Nicole R Nugent
- Department of Psychiatry and Human Behavior, Brown University, Providence, Rhode Island
| | - Alison Riese
- Department Pediatrics and Medial Science, Alpert Medical School of Brown University, Providence, Rhode Island; Rhode Island Hospital, Hasbro Children's Hospital, Providence, Rhode Island
| | - Rochelle K Rosen
- Department of Behavioral and Social Sciences, Brown School of Public Health, Providence, Rhode Island; Center For Behavioral and Preventive Medicine, The Miriam Hospital, Providence, Rhode Island
| | - Megan L Ranney
- Brown-Lifespan Center For Digital Health, Brown University, Providence, Rhode Island; Department of Emergency Medicine, Alpert Medical School of Brown University, Providence, Rhode Island.
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15
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Ricard BJ, Hassanpour S. Deep Learning for Identification of Alcohol-Related Content on Social Media (Reddit and Twitter): Exploratory Analysis of Alcohol-Related Outcomes. J Med Internet Res 2021; 23:e27314. [PMID: 34524095 PMCID: PMC8482254 DOI: 10.2196/27314] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 03/30/2021] [Accepted: 08/01/2021] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Many social media studies have explored the ability of thematic structures, such as hashtags and subreddits, to identify information related to a wide variety of mental health disorders. However, studies and models trained on specific themed communities are often difficult to apply to different social media platforms and related outcomes. A deep learning framework using thematic structures from Reddit and Twitter can have distinct advantages for studying alcohol abuse, particularly among the youth in the United States. OBJECTIVE This study proposes a new deep learning pipeline that uses thematic structures to identify alcohol-related content across different platforms. We apply our method on Twitter to determine the association of the prevalence of alcohol-related tweets with alcohol-related outcomes reported from the National Institute of Alcoholism and Alcohol Abuse, Centers for Disease Control Behavioral Risk Factor Surveillance System, county health rankings, and the National Industry Classification System. METHODS The Bidirectional Encoder Representations From Transformers neural network learned to classify 1,302,524 Reddit posts as either alcohol-related or control subreddits. The trained model identified 24 alcohol-related hashtags from an unlabeled data set of 843,769 random tweets. Querying alcohol-related hashtags identified 25,558,846 alcohol-related tweets, including 790,544 location-specific (geotagged) tweets. We calculated the correlation between the prevalence of alcohol-related tweets and alcohol-related outcomes, controlling for confounding effects of age, sex, income, education, and self-reported race, as recorded by the 2013-2018 American Community Survey. RESULTS Significant associations were observed: between alcohol-hashtagged tweets and alcohol consumption (P=.01) and heavy drinking (P=.005) but not binge drinking (P=.37), self-reported at the metropolitan-micropolitan statistical area level; between alcohol-hashtagged tweets and self-reported excessive drinking behavior (P=.03) but not motor vehicle fatalities involving alcohol (P=.21); between alcohol-hashtagged tweets and the number of breweries (P<.001), wineries (P<.001), and beer, wine, and liquor stores (P<.001) but not drinking places (P=.23), per capita at the US county and county-equivalent level; and between alcohol-hashtagged tweets and all gallons of ethanol consumed (P<.001), as well as ethanol consumed from wine (P<.001) and liquor (P=.01) sources but not beer (P=.63), at the US state level. CONCLUSIONS Here, we present a novel natural language processing pipeline developed using Reddit's alcohol-related subreddits that identify highly specific alcohol-related Twitter hashtags. The prevalence of identified hashtags contains interpretable information about alcohol consumption at both coarse (eg, US state) and fine-grained (eg, metropolitan-micropolitan statistical area level and county) geographical designations. This approach can expand research and deep learning interventions on alcohol abuse and other behavioral health outcomes.
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Affiliation(s)
| | - Saeed Hassanpour
- Department of Biomedical Data Science, Dartmouth College, Lebanon, NH, United States
- Department of Epidemiology, Dartmouth College, Hanover, NH, United States
- Department of Computer Science, Dartmouth College, Hanover, NH, United States
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16
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Guest JL, Adam E, Lucas IL, Chandler CJ, Filipowicz R, Luisi N, Gravens L, Leung K, Chavanduka T, Bonar EE, Bauermeister JA, Stephenson R, Sullivan PS. Methods for Authenticating Participants in Fully Web-Based Mobile App Trials from the iReach Project: Cross-sectional Study. JMIR Mhealth Uhealth 2021; 9:e28232. [PMID: 34463631 PMCID: PMC8441600 DOI: 10.2196/28232] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 06/09/2021] [Accepted: 06/17/2021] [Indexed: 02/02/2023] Open
Abstract
Background Mobile health apps are important interventions that increase the scale and reach of prevention services, including HIV testing and prevention counseling, pre-exposure prophylaxis, condom distribution, and education, of which all are required to decrease HIV incidence rates. The use of these web-based apps as well as fully web-based intervention trials can be challenged by the need to remove fraudulent or duplicate entries and authenticate unique trial participants before randomization to protect the integrity of the sample and trial results. It is critical to ensure that the data collected through this modality are valid and reliable. Objective The aim of this study is to discuss the electronic and manual authentication strategies for the iReach randomized controlled trial that were used to monitor and prevent fraudulent enrollment. Methods iReach is a randomized controlled trial that focused on same-sex attracted, cisgender males (people assigned male at birth who identify as men) aged 13-18 years in the United States and on enrolling people of color and those in rural communities. The data were evaluated by identifying possible duplications in enrollment, identifying potentially fraudulent or ineligible participants through inconsistencies in the data collected at screening and survey data, and reviewing baseline completion times to avoid enrolling bots and those who did not complete the baseline questionnaire. Electronic systems flagged questionable enrollment. Additional manual reviews included the verification of age, IP addresses, email addresses, social media accounts, and completion times for surveys. Results The electronic and manual strategies, including the integration of social media profiles, resulted in the identification and prevention of 624 cases of potential fraudulent, duplicative, or ineligible enrollment. A total of 79% (493/624) of the potentially fraudulent or ineligible cases were identified through electronic strategies, thereby reducing the burden of manual authentication for most cases. A case study with a scenario, resolution, and authentication strategy response was included. Conclusions As web-based trials are becoming more common, methods for handling suspicious enrollments that compromise data quality have become increasingly important for inclusion in protocols. International Registered Report Identifier (IRRID) RR2-10.2196/10174
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Affiliation(s)
- Jodie L Guest
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States.,School of Medicine, Emory University, Atlanta, GA, United States
| | - Elizabeth Adam
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States
| | - Iaah L Lucas
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States
| | - Cristian J Chandler
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States
| | - Rebecca Filipowicz
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States
| | - Nicole Luisi
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States
| | - Laura Gravens
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States
| | - Kingsley Leung
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States
| | - Tanaka Chavanduka
- Center for Sexuality and Health Disparities, University of Michigan, Ann Arbor, MI, United States
| | - Erin E Bonar
- Center for Sexuality and Health Disparities, University of Michigan, Ann Arbor, MI, United States.,Department of Psychiatry and Addiction Center, University of Michigan, Ann Arbor, MI, United States.,Injury Prevention Center, University of Michigan, Ann Arbor, MI, United States
| | - Jose A Bauermeister
- School of Nursing, University of Pennsylvania, Philadelphia, PA, United States
| | - Rob Stephenson
- Center for Sexuality and Health Disparities, University of Michigan, Ann Arbor, MI, United States.,Department of Systems, Population and Leadership, School of Nursing, University of Michigan, Ann Arbor, MI, United States
| | - Patrick S Sullivan
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States
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17
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Bonar EE, Chapman L, McAfee J, Goldstick JE, Bauermeister JA, Carter PM, Young SD, Walton MA. Perceived impacts of the COVID-19 pandemic on cannabis-using emerging adults. Transl Behav Med 2021; 11:1299-1309. [PMID: 33904925 PMCID: PMC8135484 DOI: 10.1093/tbm/ibab025] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Cannabis-using youth are a large epidemiologic subgroup whose age and smoking-related risks underscore the importance of examining the impact of the COVID-19 pandemic in this population. Within a clinical trial (n = 36 received an intervention prior to data collection reported herein), we surveyed cannabis-using emerging adults (ages 18-25) about perceived COVID-19 impacts. Participants (n = 141) reporting weekly cannabis use (M = 18.6 use days in the past 30) were enrolled and completed online surveys as part of either their baseline or 3 month assessment. COVID-19-related measures included symptoms, substance use, mood, etc. Participants were 57% female (mean age = 21, standard deviation = 2.2), with 21% Hispanic/Latinx, 70% White, 20% Black/African American, and 10% of other races. Most participants (86%) reported quarantine/self-isolation (M = 59 days). Several had COVID-19 symptoms (16%), but none reported testing COVID-19 positive. Many respondents felt their cannabis use (35%-50%, across consumption methods) and negative emotions (e.g., loneliness, stress, and depression; 69.5%, 69.5%, and 61.8%, respectively) increased. They reported decreased in-person socialization (90.8%) and job losses (23.4%). Reports of increased cannabis smoking were associated with increased negative emotions. On an open-response item, employment/finances and social isolation were frequently named negative impacts (33.3% and 29.4%, respectively). Although cannabis-using emerging adults' reports of increases in cannabis use, coupled with mental health symptoms and social isolation, are concerning, the full impact of the pandemic on their health and well-being remains unknown. Future studies examining the relationship between social isolation, mental health, and cannabis use among young people are needed.
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Affiliation(s)
- Erin E Bonar
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, Ann Arbor, MI, USA
- Injury Prevention Center, University of Michigan, Ann Arbor, MI, USA
| | - Lyndsay Chapman
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, Ann Arbor, MI, USA
| | - Jenna McAfee
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, USA
| | - Jason E Goldstick
- Injury Prevention Center, University of Michigan, Ann Arbor, MI, USA
- Department of Emergency Medicine, University of Michigan School of Medicine, Ann Arbor, MI, USA
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - José A Bauermeister
- Department of Family and Community Health, School of Nursing, University of Pennsylvania, Philadelphia, PA, USA
| | - Patrick M Carter
- Injury Prevention Center, University of Michigan, Ann Arbor, MI, USA
- Department of Emergency Medicine, University of Michigan School of Medicine, Ann Arbor, MI, USA
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Sean D Young
- Department of Informatics, Donald Bren School of Information and Computer Sciences, University of California Irvine, Irvine, CA, USA
- Department of Emergency Medicine, School of Medicine, University of California Irvine, Irvine, CA, USA
| | - Maureen A Walton
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, Ann Arbor, MI, USA
- Injury Prevention Center, University of Michigan, Ann Arbor, MI, USA
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18
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Coughlin LN, Bonar EE, Bohnert AS, Blow FC, Bauermeister JA, Cross Y, Cunningham R, Young SD, Walton MA. Patterns of same-day alcohol and cannabis use in adolescents and young adults with risky alcohol use. ADDICTION RESEARCH & THEORY 2021; 30:89-95. [PMID: 36093415 PMCID: PMC9455920 DOI: 10.1080/16066359.2021.1936511] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Revised: 04/16/2021] [Accepted: 05/26/2021] [Indexed: 06/14/2023]
Abstract
Same-day alcohol and cannabis use is relatively common in adolescents and young adults, constituting a higher-risk behavior relative to single-substance use. However, the association between quantity of alcohol and cannabis use on co-use days is understudied. We examined the association between the quantity of alcohol and same-day cannabis use with a multilevel regression analysis in a sample of youth (16-24 years old) with risky alcohol use. Participants reported one or more days of alcohol and cannabis over the past month (N = 468). Quantity of cannabis use was highest on heavy drinking days [M = 0.91 grams, SD = 0.68] followed by moderate drinking days (M = 0.78 grams, SD = 0.63), and lowest on days without alcohol use (M = 0.74 grams, SD = 0.64, p < 0.001). In multilevel modeling analyses, adjusted for clustering within individuals, greater quantity of drinking on a given day was associated with greater cannabis use (estimate = 0.03, p < 0.001). When using alcohol and cannabis on the same day, greater alcohol use was associated with greater cannabis use. Preventing days of heavy use of multiple substances, particularly among at-risk drinkers, may complement interventions addressing co-use generally to prevent substance-related consequences.
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Affiliation(s)
- Lara N. Coughlin
- Department of Psychiatry, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
- Injury Prevention Center, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
| | - Erin E. Bonar
- Department of Psychiatry, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
- Injury Prevention Center, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
| | - Amy S.B Bohnert
- VA Center for Clinical Management Research, North Campus Research Complex, Ann Arbor, MI, USA
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, USA
| | - Frederic C. Blow
- Department of Psychiatry, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
- VA Center for Clinical Management Research, North Campus Research Complex, Ann Arbor, MI, USA
| | - José A. Bauermeister
- Department of Family and Community Health, School of Nursing, University of Pennsylvania, Philadelphia, PA, USA
| | - Yazmyn Cross
- Department of Psychiatry, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
| | - Rebecca Cunningham
- Injury Prevention Center, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
- Department of Emergency Medicine, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
| | - Sean D. Young
- Department of Informatics, Donald Bren School of Information and Computer Sciences, University of California Irvine, Irvine, CA, USA
- Department of Emergency Medicine, School of Medicine, University of California Irvine, Irvine, CA, USA
| | - Maureen A. Walton
- Department of Psychiatry, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
- Addiction Center, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
- Injury Prevention Center, University of Michigan, North Campus Research Complex, Ann Arbor, MI, USA
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19
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Petkovic J, Duench S, Trawin J, Dewidar O, Pardo Pardo J, Simeon R, DesMeules M, Gagnon D, Hatcher Roberts J, Hossain A, Pottie K, Rader T, Tugwell P, Yoganathan M, Presseau J, Welch V. Behavioural interventions delivered through interactive social media for health behaviour change, health outcomes, and health equity in the adult population. Cochrane Database Syst Rev 2021; 5:CD012932. [PMID: 34057201 PMCID: PMC8406980 DOI: 10.1002/14651858.cd012932.pub2] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND Social networking platforms offer a wide reach for public health interventions allowing communication with broad audiences using tools that are generally free and straightforward to use and may be combined with other components, such as public health policies. We define interactive social media as activities, practices, or behaviours among communities of people who have gathered online to interactively share information, knowledge, and opinions. OBJECTIVES We aimed to assess the effectiveness of interactive social media interventions, in which adults are able to communicate directly with each other, on changing health behaviours, body functions, psychological health, well-being, and adverse effects. Our secondary objective was to assess the effects of these interventions on the health of populations who experience health inequity as defined by PROGRESS-Plus. We assessed whether there is evidence about PROGRESS-Plus populations being included in studies and whether results are analysed across any of these characteristics. SEARCH METHODS We searched CENTRAL, CINAHL, Embase, MEDLINE (including trial registries) and PsycINFO. We used Google, Web of Science, and relevant web sites to identify additional studies and searched reference lists of included studies. We searched for published and unpublished studies from 2001 until June 1, 2020. We did not limit results by language. SELECTION CRITERIA We included randomised controlled trials (RCTs), controlled before-and-after (CBAs) and interrupted time series studies (ITSs). We included studies in which the intervention website, app, or social media platform described a goal of changing a health behaviour, or included a behaviour change technique. The social media intervention had to be delivered to adults via a commonly-used social media platform or one that mimicked a commonly-used platform. We included studies comparing an interactive social media intervention alone or as a component of a multi-component intervention with either a non-interactive social media control or an active but less-interactive social media comparator (e.g. a moderated versus an unmoderated discussion group). Our main outcomes were health behaviours (e.g. physical activity), body function outcomes (e.g. blood glucose), psychological health outcomes (e.g. depression), well-being, and adverse events. Our secondary outcomes were process outcomes important for behaviour change and included knowledge, attitudes, intention and motivation, perceived susceptibility, self-efficacy, and social support. DATA COLLECTION AND ANALYSIS We used a pre-tested data extraction form and collected data independently, in duplicate. Because we aimed to assess broad outcomes, we extracted only one outcome per main and secondary outcome categories prioritised by those that were the primary outcome as reported by the study authors, used in a sample size calculation, and patient-important. MAIN RESULTS We included 88 studies (871,378 participants), of which 84 were RCTs, three were CBAs and one was an ITS. The majority of the studies were conducted in the USA (54%). In total, 86% were conducted in high-income countries and the remaining 14% in upper middle-income countries. The most commonly used social media platform was Facebook (39%) with few studies utilising other platforms such as WeChat, Twitter, WhatsApp, and Google Hangouts. Many studies (48%) used web-based communities or apps that mimic functions of these well-known social media platforms. We compared studies assessing interactive social media interventions with non-interactive social media interventions, which included paper-based or in-person interventions or no intervention. We only reported the RCT results in our 'Summary of findings' table. We found a range of effects on health behaviours, such as breastfeeding, condom use, diet quality, medication adherence, medical screening and testing, physical activity, tobacco use, and vaccination. For example, these interventions may increase physical activity and medical screening tests but there was little to no effect for other health behaviours, such as improved diet or reduced tobacco use (20,139 participants in 54 RCTs). For body function outcomes, interactive social media interventions may result in small but important positive effects, such as a small but important positive effect on weight loss and a small but important reduction in resting heart rate (4521 participants in 30 RCTs). Interactive social media may improve overall well-being (standardised mean difference (SMD) 0.46, 95% confidence interval (CI) 0.14 to 0.79, moderate effect, low-certainty evidence) demonstrated by an increase of 3.77 points on a general well-being scale (from 1.15 to 6.48 points higher) where scores range from 14 to 70 (3792 participants in 16 studies). We found no difference in effect on psychological outcomes (depression and distress) representing a difference of 0.1 points on a standard scale in which scores range from 0 to 63 points (SMD -0.01, 95% CI -0.14 to 0.12, low-certainty evidence, 2070 participants in 12 RCTs). We also compared studies assessing interactive social media interventions with those with an active but less interactive social media control (11 studies). Four RCTs (1523 participants) that reported on physical activity found an improvement demonstrated by an increase of 28 minutes of moderate-to-vigorous physical activity per week (from 10 to 47 minutes more, SMD 0.35, 95% CI 0.12 to 0.59, small effect, very low-certainty evidence). Two studies found little to no difference in well-being for those in the intervention and control groups (SMD 0.02, 95% CI -0.08 to 0.13, small effect, low-certainty evidence), demonstrated by a mean change of 0.4 points on a scale with a range of 0 to 100. Adverse events related to the social media component of the interventions, such as privacy issues, were not reported in any of our included studies. We were unable to conduct planned subgroup analyses related to health equity as only four studies reported relevant data. AUTHORS' CONCLUSIONS This review combined data for a variety of outcomes and found that social media interventions that aim to increase physical activity may be effective and social media interventions may improve well-being. While we assessed many other outcomes, there were too few studies to compare or, where there were studies, the evidence was uncertain. None of our included studies reported adverse effects related to the social media component of the intervention. Future studies should assess adverse events related to the interactive social media component and should report on population characteristics to increase our understanding of the potential effect of these interventions on reducing health inequities.
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Affiliation(s)
| | | | | | - Omar Dewidar
- School of Epidemiology and Public Health, University of Ottawa, Ottawa, Canada
| | - Jordi Pardo Pardo
- Ottawa Hospital Research Institute, The Ottawa Hospital - General Campus, Ottawa, Canada
| | - Rosiane Simeon
- Bruyère Research Institute, University of Ottawa, Ottawa, Canada
| | - Marie DesMeules
- Social Determinants and Science Integration/ Direction des déterminants sociaux et de l'intégration scientifique, Public Health Agency of Canada/Agence de santé publique du Canada, Ottawa, Canada
| | - Diane Gagnon
- Department of Communication, University of Ottawa, Ottawa, Canada
| | | | - Alomgir Hossain
- Cardiovascular Research Methods Centre, University of Ottawa Heart Institute, Ottawa, Canada
| | - Kevin Pottie
- Family Medicine, University of Ottawa, Ottawa, Canada
| | - Tamara Rader
- Canadian Agency for Drugs and Technologies in Health (CADTH), Ottawa, Canada
| | - Peter Tugwell
- Department of Medicine, Faculty of Medicine, University of Ottawa, Ottawa, Canada
| | | | - Justin Presseau
- Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Canada
| | - Vivian Welch
- Methods Centre, Bruyère Research Institute, Ottawa, Canada
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20
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Yamaguchi Y, Lee D, Nagai T, Funamoto T, Tajima T, Chosa E. Googling Musculoskeletal-Related Pain and Ranking of Medical Associations' Patient Information Pages: Google Ads Keyword Planner Analysis. J Med Internet Res 2020; 22:e18684. [PMID: 32795991 PMCID: PMC7455867 DOI: 10.2196/18684] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 06/04/2020] [Accepted: 06/11/2020] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Most people currently use the internet to obtain information about many subjects, including health information. Thus, medical associations need to provide accurate medical information websites. Although medical associations have their own patient education pages, it is not clear if these websites actually show up in search results. OBJECTIVE The aim of this study was to evaluate how well medical associations function as online information providers by searching for information about musculoskeletal-related pain online and determining the ranking of the websites of medical associations. METHODS We conducted a Google search for frequently searched keywords. Keywords were extracted using Google Ads Keyword Planner associated with "pain" relevant to the musculoskeletal system from June 2016 to December 2019. The top 20 search queries were extracted and searched using the Google search engine in Japan and the United States. RESULTS The number of suggested queries for "pain" provided by Google Ads Keyword Planner was 930 in the United States and 2400 in Japan. Among the top 20 musculoskeletal-related pain queries chosen, the probability that the medical associations' websites would appear in the top 10 results was 30% in the United States and 45% in Japan. In five queries each, the associations' websites did not appear among the top 100 results. No significant difference was found in the rank of the associations' website search results (P=.28). CONCLUSIONS To provide accurate medical information to patients, it is essential to undertake effective measures for search engine optimization. For orthopedic associations, it is necessary that their websites should appear among the top search results.
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Affiliation(s)
- Yoichiro Yamaguchi
- Department of Orthopaedic Surgery, Faculty of Medicine, University of Miyazaki, Miyazaki, Japan
| | - Deokcheol Lee
- Department of Orthopaedic Surgery, Faculty of Medicine, University of Miyazaki, Miyazaki, Japan
| | - Takuya Nagai
- Department of Orthopaedic Surgery, Faculty of Medicine, University of Miyazaki, Miyazaki, Japan
| | - Taro Funamoto
- Department of Orthopaedic Surgery, Faculty of Medicine, University of Miyazaki, Miyazaki, Japan
| | - Takuya Tajima
- Department of Orthopaedic Surgery, Faculty of Medicine, University of Miyazaki, Miyazaki, Japan
| | - Etsuo Chosa
- Department of Orthopaedic Surgery, Faculty of Medicine, University of Miyazaki, Miyazaki, Japan
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