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BACKGROUND: Qualitative methods are incredibly beneficial to the dissemination and implementation of new digital health interventions; however, these methods can be time intensive and slow down dissemination when timely knowledge from the data sources is needed in ever-changing health systems. Recent advancements in generative artificial intelligence (GenAI) and their underlying large language models (LLMs) may provide a promising opportunity to expedite the qualitative analysis of textual data, but their efficacy and reliability remain unknown. OBJECTIVE: The primary objectives of our study were to evaluate the consistency in themes, reliability of coding, and time needed for inductive and deductive thematic analyses between GenAI (ie, ChatGPT and Bard) and human coders. METHODS: The qualitative data for this study consisted of 40 brief SMS text message reminder prompts used in a digital health intervention for promoting antiretroviral medication adherence among people with HIV who use methamphetamine. Inductive and deductive thematic analyses of these SMS text messages were conducted by 2 independent teams of human coders. An independent human analyst conducted analyses following both approaches using ChatGPT and Bard. The consistency in themes (or the extent to which the themes were the same) and reliability (or agreement in coding of themes) between methods were compared. RESULTS: The themes generated by GenAI (both ChatGPT and Bard) were consistent with 71% (5/7) of the themes identified by human analysts following inductive thematic analysis. The consistency in themes was lower between humans and GenAI following a deductive thematic analysis procedure (ChatGPT: 6/12, 50%; Bard: 7/12, 58%). The percentage agreement (or intercoder reliability) for these congruent themes between human coders and GenAI ranged from fair to moderate (ChatGPT, inductive: 31/66, 47%; ChatGPT, deductive: 22/59, 37%; Bard, inductive: 20/54, 37%; Bard, deductive: 21/58, 36%). In general, ChatGPT and Bard performed similarly to each other across both types of qualitative analyses in terms of consistency of themes (inductive: 6/6, 100%; deductive: 5/6, 83%) and reliability of coding (inductive: 23/62, 37%; deductive: 22/47, 47%). On average, GenAI required significantly less overall time than human coders when conducting qualitative analysis (20, SD 3.5 min vs 567, SD 106.5 min). CONCLUSIONS: The promising consistency in the themes generated by human coders and GenAI suggests that these technologies hold promise in reducing the resource intensiveness of qualitative thematic analysis; however, the relatively lower reliability in coding between them suggests that hybrid approaches are necessary. Human coders appeared to be better than GenAI at identifying nuanced and interpretative themes. Future studies should consider how these powerful technologies can be best used in collaboration with human coders to improve the efficiency of qualitative research in hybrid approaches while also mitigating potential ethical risks that they may pose.
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INTRODUCTION: Pregnant people who use substances experience significant stigma, including in healthcare settings, where physicians make high-stakes decisions about treatment plans, resource allocation, and even a person's ability to parent. Previous psychology research has demonstrated the influence of emotions on decision-making, as well as on the development and expression of stigma. Yet the specific content of physician emotions, as well as approaches to processing these emotions, has been relatively under-examined. We sought to better understand the emotional experiences of physicians who practice in safety-net labor and delivery/inpatient settings to inform strategies to facilitate more humanizing, equitable care. METHODS: From March 2021 to June 2022, the study team conducted semi-structured interviews with 24 San Francisco Bay Area-based physicians (obstetrics-gynecology, pediatrics, family medicine) caring for pregnant people who use substances and/or their newborns. We used deductive and inductive coding and identified themes regarding the nature, etiology, and processing of physician emotions. RESULTS: Physicians described experiencing a range of emotions related to interpersonal (patients, colleagues), systems-level, and internal dynamics. Emotions such as anger, sadness, frustration, and helplessness resulted from their deep care and empathy for patients, witnessing stigmatizing colleague behaviors, disagreement with punitive systems, and recognition of their own limitations in effecting change. Few participants identified strategies for processing these emotions, and several described efforts to disengage from their emotional experience to preserve their sense of well-being and professionalism. CONCLUSIONS: Physicians caring for pregnant people who use substances and their newborns experienced intense, multi-layered emotions. This study posits that additional efforts to support physician emotional processing and structural competency could improve healthcare experiences and outcomes for pregnant people who use substances.
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Emoções , Médicos , Humanos , Feminino , Gravidez , Médicos/psicologia , Recém-Nascido , Adulto , Masculino , Relações Médico-Paciente , São Francisco , Estigma Social , Transtornos Relacionados ao Uso de Substâncias/psicologia , Transtornos Relacionados ao Uso de Substâncias/terapia , Atitude do Pessoal de SaúdeRESUMO
Although the use of geosocial networking (GSN) applications for relationship seeking is prevalent among sexual minority men (SMM), SMM of color may be vulnerable to sexual racism online. Little is known about how sexual racism relates to SMM of color's identity outness, which is integral to the minority stress model and the focus of this study. Eighty SMM, recruited through social media (53.7% racial/ethnic minority), reported their experiences of race-based discrimination on GSN apps and identity outness. Chi-squared and Fisher's tests examined differences in race-based discrimination online by participants' race/ethnicity. A factorial MANOVA was performed on outness to family, peers, and healthcare providers. Nearly one-third of participants experienced race-based discrimination online. Higher percentages of SMM of color experienced race-based discrimination than White SMM. SMM who experienced race-based discrimination online reported lower outness to family than those who had not. Post-hoc analyses revealed that Asian SMM reported consistently lower outness than other groups. Our findings resonated with the mediation framework of minority stress, suggesting that sexual racism online may be a distal stressor that contributes to the group-specific process of identity outness. This also illustrated the importance of addressing sexual racism on GSN apps to buffer existing stress with outness among SMM of color.
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During the COVID-19 pandemic, pre-exposure prophylaxis (PrEP) access and adherence decreased nationwide. This study examined pandemic-related disruptions to PrEP access and adherence among clients of a health center (Center) in Los Angeles, California. Clients (n = 25) and Center personnel (n = 11) completed qualitative interviews from March to July 2021. Although the Center provided options for remote PrEP care (i.e., telehealth, STI self-testing kits, and prescription delivery), clients experienced difficulty navigating services or lacked equipment for telehealth. More than half (n = 13) of clients discontinued PrEP during COVID-19 due to decreased sexual partners, relocation, or insurance status changes. Among those who continued PrEP, the majority reported no change in adherence, while a minority reported worsening adherence due to distractions/forgetting, prescription refill issues, lack of insurance coverage, and fear of completing in-person visits. Findings highlight the challenges of navigating PrEP services during COVID-19 and suggest PrEP services enhancement to adapt to crisis events.
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Fármacos Anti-HIV , COVID-19 , Infecções por HIV , Profilaxia Pré-Exposição , Minorias Sexuais e de Gênero , Humanos , Masculino , Infecções por HIV/prevenção & controle , Pandemias/prevenção & controle , COVID-19/prevenção & controle , Homossexualidade Masculina , Fármacos Anti-HIV/uso terapêuticoRESUMO
Black/African American communities continue to be disproportionately impacted by HIV with Black people with HIV (PWH) exhibiting poorer outcomes along the HIV treatment cascade. Psychosocial burden may, in part, explain these health disparities among PWH. We implemented a culturally adapted intervention [individualized Texting for Adherence Building (iTAB)] to improve ART adherence among 89 Black PWH in San Diego, CA. We aimed to (1) characterize psychosocial risk factors (depression, negative life events, discrimination, medical mistrust) hypothesized to be barriers to HIV outcomes among Black PWH and (2) determine if these factors influence intervention engagement, HIV outcomes, and self-reported physical and mental health. We identified three levels of psychosocial burden (low, moderate, high) through hierarchical cluster analysis. Participants in the high burden cluster (n = 25) experienced the highest levels of depression, negative life events, and discrimination, in addition to the poorest intervention outcomes, HIV outcomes, and physical and mental health compared to low and moderate burden clusters. Participants in the low (n = 29) burden cluster had less medical mistrust than the moderate (n = 34) and high burden clusters, but low and moderate clusters did not differ on any outcomes. Overall, self-reported ART adherence was 83%, which is above estimates of ART adherence in the Western region of the United States. The iTAB intervention shows promise in improving HIV-related outcomes among Black PWH with low to moderate psychosocial burden; however, additional supports may need to be identified for those with high psychosocial burden.
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Negro ou Afro-Americano , Infecções por HIV , Humanos , Estados Unidos/epidemiologia , Infecções por HIV/tratamento farmacológico , Infecções por HIV/epidemiologia , Infecções por HIV/psicologia , Confiança , Antirretrovirais/uso terapêutico , Fatores de Risco , Adesão à Medicação/psicologiaRESUMO
Objective: Poor adherence to antihypertensive medication occurs in 50-80% of patients. An ongoing randomized controlled trial (RCT) is evaluating a personalized mobile-health intervention in poorly adherent hypertensive persons with bipolar disorder. To enhance efficacy, the ongoing trial elicited guidance from a Stakeholder Advisory Board (SAB) comprised of patients, family members, clinicians, and health system administrators. Our goal is to describe the formation, role, decision-making process, and key contributions of the SAB as a means of demonstrating meaningful community engagement in mental health research. Methods: Using models and measures from the field of implementation science, eleven SAB members convened across three meetings followed by quantitative surveys that assessed SAB member satisfaction and engagement during the meeting. Results: Significant suggestions from the SAB included 1) expanding inclusion/exclusion criteria, and 2) operationalizing remote implementation of the RCT. Primary study implementation challenges identified by the SAB were 1) participant difficulty engaging in the mHealth intervention, and 2) identification of procedures for monitoring participant adherence to the RCT protocol and contacting under-engaged participants. Quantitative surveys indicated that all SAB members believed that the objectives of the meetings were clear, perceived that they were able to participate in the discussions, and that they were heard. Conclusions: Increasing evidence demonstrates the feasibility of engaging with SABs in clinical research and that this process improves intervention design, increases participant engagement, reduces mental health-related stigma, and produces more effective implementation strategies. We encourage future investigators to use an implementation science framework in partnership with SABs to refine their proposed interventions and improve clinical outcomes.
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BACKGROUND: There are multiple aspects of the opioid crisis among Black people, who have been left out of the broader conversation. Despite evidence of increased opioid overdose deaths, less is known about opioid use among Black people. This review synthesizes research on Black people who use opioids; the goals are to advance knowledge, highlight research gaps, and inform clinical practice. METHODS: This rapid review investigating opioid use among Black people utilized systematic review methods and was conducted according to a predefined protocol with clear inclusion criteria (PROSPERO ID: 177071). A comprehensive search strategy was used, including published and gray-literature sources (i.e., literature that has not been formally published). A narrative summary of the results is presented. RESULTS: A total of 76 works were selected for inclusion and full text review. Sex, age, geographic location, and involvement in the carceral system were associated with the use of opioids among Black individuals. Non-epidemiologic factors included treatment-seeking patterns, disparate clinician prescribing, and social determinants. CONCLUSIONS: Through this rapid review we suggest three main areas of focus: (1) including culturally informed collection methods in epidemiologic surveys to accurately reflect prevalences, (2) funding research that specifically addresses the importance of culture in accessing treatment, and (3) directly studying how social determinants can improve or exacerbate health outcomes. Focusing on the unique needs of Black people who use opioids is warranted to increase treatment initiation and adherence among a population less likely to engage with the traditional health care system.