Using an AI-powered Mobile Application Chatbot to Address Maternal Depression Indicators and Inquiries in the Perinatal and Postpartum Periods: A Multimethod Analysis.

Using AI-powered mobile applications for mental health screening can help reduce maternal mental health disparities among Black mothers who are pregnant or parenting in the United States. A maternal health education question and answer mobile application chatbot has the potential to intervene in the...

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Bibliographic Details
Published in:Inquiry (00469580) Vol. 63; pp. 1 - 11
Main Authors: Peters, Carson J., Aldana Lainez, Valerie, Clark, Kaili, Jasczynski, Michelle, Nguyen, Quynh C., Norell, Elizabeth M.
Format: Article
Published: Sage Publications Inc. 1/29/2026
Subjects:
Online Access:View this record in EBSCOhost
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        atl: Using an AI-powered Mobile Application Chatbot to Address Maternal Depression Indicators and Inquiries in the Perinatal and Postpartum Periods: A Multimethod Analysis.
      aug:
        au:
          Peters, Carson J.
          Aldana Lainez, Valerie
          Clark, Kaili
          Jasczynski, Michelle
          Nguyen, Quynh C.
          Norell, Elizabeth M.
        affil:
          University of Maryland, School of Public Health, College Park, MD, USA
          National Institute of Nursing Research (NINR), National Institutes of Health (NIH), Bethesda, MD, USA
      su:
        Mobile apps
        Social constructionism
        Emotion regulation
        Fear
        African Americans
        Research funding
        Mental health
        Focus groups
        Secondary analysis
        Artificial intelligence
        Content analysis
        Health
        Questionnaires
        Postpartum depression
        Confidence
        Descriptive statistics
        Symptom burden
        Information resources
        Parenting
        Anxiety
        Surveys
        Thematic analysis
        Psychology of mothers
        Research methodology
        Quality of life
        Health education
        Health equity
        User-centered system design
        Data analysis software
        Sociodemographic factors
        Sleep quality
        Social support
        Perinatal period
        Chatbots
        Access to information
        Social stigma
        Information-seeking behavior
        Psychosocial factors
        United States
      sug:
        subj:
          United States
          Mobile apps
          Social constructionism
          Emotion regulation
          Fear
          African Americans
          Research funding
          Mental health
          Focus groups
          Secondary analysis
          Artificial intelligence
          Content analysis
          Health
          Questionnaires
          Postpartum depression
          Confidence
          Descriptive statistics
          Symptom burden
          Information resources
          Parenting
          Anxiety
          Surveys
          Thematic analysis
          Psychology of mothers
          Research methodology
          Quality of life
          Health education
          Health equity
          User-centered system design
          Data analysis software
          Sociodemographic factors
          Sleep quality
          Social support
          Perinatal period
          Chatbots
          Access to information
          Social stigma
          Information-seeking behavior
          Psychosocial factors
      keyword:
        AI
        chatbot
        depression
        maternal health
        mental health
        mobile app
        smartphone app
        telehealth
      ab: Using AI-powered mobile applications for mental health screening can help reduce maternal mental health disparities among Black mothers who are pregnant or parenting in the United States. A maternal health education question and answer mobile application chatbot has the potential to intervene in the maternal depression cascade, specifically screening. Extant research demonstrates the usability of mobile applications addressing mental health. However, limited scholarship explores the intersection between AI-powered mobile application chatbots and maternal mental health. This study uses a multimethod analysis to evaluate the usability of an AI-powered mobile application to address maternal mental health among Black women. Data sources, including mobile application engagement, mental health disorder scales, and secondary qualitative analysis from focus group discussions (n = 5), will be assessed through a multimethod approach. The study team previously collected data across the United States for this clinical intervention in 2022. Findings indicate that the mobile application demonstrated promise in the application's usability to screen for maternal health depression indicators. This was achieved using the mobile application's intent classification functionality that classified users' questions that contained targeted search terms (e.g., postpartum depression) or specific inquiries about mental health and appropriate follow-up from the study team to provide mental health resources. Critical interconnected themes were assessed and reflected high confidence, acceptance, and usability of the mobile application in addressing maternal mental health inquiries. Findings contribute to evidence about the usability of AI-powered mobile applications informed by Black mothers in appropriate screening for maternal depression indicators and inquiries. This study provides insight into closing the gap in maternal health disparities in depression outcomes for Black mothers. Trial Registration: ClinicalTrials.gov NCT06053515; https://clinicaltrials.gov/study/NCT06053515.
      pubtype: Academic Journal
      doctype: Article
      src: R
    language: English
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