Anna-Leena Lohiniva

Introduction: Residents and healthcare workers in long-term care facilities are at increased risk of infection during respiratory epidemics. Proper compliance with infection prevention and control measures is therefore paramount. Our study aimed to uncover and understand factors influencing compliance with personal protective equipment guidelines among healthcare workers in long-term care facilities in Finland during the COVID-19 pandemic. Methodology: We conducted a mixed-methods study by using the methods and framework of behavioral insights, specifically the Theoretical Domains Framework. Data were collected through a web-based survey and qualitative in-depth telephone interviews using convenience sampling. Participants for the anonymous survey were recruited through regional infection control experts during May-June 2022. Survey data were analyzed by using logistic regression; difficulties in complying with personal protective equipment guidelines were the outcome. Volunteer survey respondents were interviewed, and the data were analyzed thematically. Results: A total of 373 healthcare workers participated in the survey; 56% had received personal protective equipment training. Two domains of the Theoretical Domains Framework were associated with experiencing difficulties in compliance with the personal protective barriers: organization linked with insufficient human resources and the presence of negative emotions linked with stress. Twenty-two healthcare workers participated in the interviews which resulted in the identification of several themes, suggesting how insufficient human resources and negative emotions affected personal protective equipment use and the type of coping mechanism that healthcare workers used to overcome these barriers. Conclusions: The behavioral insights derived from our study can contribute to enhanced healthcare worker compliance with personal protective equipment use. These findings underscore the importance of access to training, interventions addressing stress and ensuring sufficient workforce.

Introduction: Vaccine uptake is influenced by a variety of factors. Behavioral Insights (BI) can be used to address vaccine hesitancy to understand the factors that influence the decision to take or refuse a vaccine. Methodology: This two-part study consisted of a survey designed to identify the influence of various drivers of people’s COVID-19 vaccination status and their intention to take the vaccine in Ghana, as well as an experiment to test which of several behaviorally informed message frames had the greatest effect on vaccine acceptance. Data was collected from a total of 1494 participants; 1089 respondents (73%) reported already being vaccinated and 405 respondents (27%) reported not being vaccinated yet. The mobile phone-based surveys were conducted between December 2021 and January 2022 using Random Digit Dialing (RDD) to recruit study participants. Data analysis included regression models, relative weights analyses, and ANOVAs. Results: The findings indicated that vaccine uptake in Ghana is influenced more by social factors (what others think) than by practical factors such as ease of vaccination. Respondents’ perceptions of their family’s and religious leaders’ attitudes towards the vaccine were among the most influential drivers. Unexpectedly, healthcare providers’ positive attitudes about the COVID-19 vaccine had a significant negative relationship with respondents’ vaccination behavior. Vaccine intention was positively predicted by risk perception, ease of vaccination, and the degree to which respondents considered the vaccine effective. Perceptions of religious leaders’ attitudes also significantly and positively predicted respondents’ intention to get vaccinated. Although perceptions of religious leaders’ views about the vaccine are an important driver of vaccine acceptance, results asking respondents to rank-order who influences them suggest that people may not be consciously aware—or do not want to admit—the degree to which they are affected by what religious leaders think. Message frames that included fear, altruism, social norms were all followed by positive responses toward the vaccine, as were messages with three distinct messengers: Ghana Health Services, a doctor, and religious leaders. Conclusions: What drives COVID-19 vaccine intentions does not necessarily drive behaviors. The results of this study can be used to develop appropriate COVID-19 vaccine uptake strategies targeting the most important drivers of COVID-19 vaccine acceptance, using effective message frames.

Background: This research extends prior studies by the Finnish Institute for Health and Welfare on pandemic-related risk perception, concentrating on the role of trust in health authorities and its impact on public health outcomes. Objective: The paper aims to investigate variations in trust levels over time and across social media platforms, as well as to further explore 12 subcategories of political mistrust. It seeks to understand the dynamics of political trust, including mistrust accumulation, fluctuations over time, and changes in topic relevance. Additionally, the study aims to compare qualitative research findings with those obtained through computational methods. Methods: Data were gathered from a large-scale data set consisting of 13,629 Twitter and Facebook posts from 2020 to 2023 related to COVID-19. For analysis, a fine-tuned FinBERT model with an 80% accuracy rate was used for predicting political mistrust. The BERTopic model was also used for superior topic modeling performance. Results: Our preliminary analysis identifies 43 mistrust-related topics categorized into 9 major themes. The most salient topics include COVID-19 mortality, coping strategies, polymerase chain reaction testing, and vaccine efficacy. Discourse related to mistrust in authority is associated with perceptions of disease severity, willingness to adopt health measures, and information-seeking behavior. Our findings highlight that the distinct user engagement mechanisms and platform features of Facebook and Twitter contributed to varying patterns of mistrust and susceptibility to misinformation during the pandemic. Conclusions: The study highlights the effectiveness of computational methods like natural language processing in managing large-scale engagement and misinformation. It underscores the critical role of trust in health authorities for effective risk communication and public compliance. The findings also emphasize the necessity for transparent communication from authorities, concluding that a holistic approach to public health communication is integral for managing health crises effectively.

BACKGROUND This research extends prior studies by the Finnish Institute for Health and Welfare on pandemic-related risk perception, concentrating on the role of trust in health authorities and its impact on public health outcomes. OBJECTIVE The paper aims to investigate variations in trust levels over time and across social media platforms, as well as to further explore 12 subcategories of political mistrust. It seeks to understand the dynamics of political trust, including mistrust accumulation, fluctuations over time, and changes in topic relevance. Additionally, the study aims to compare qualitative research findings with those obtained through computational methods. METHODS Data were gathered from a large-scale data set consisting of 13,629 Twitter and Facebook posts from 2020 to 2023 related to COVID-19. For analysis, a fine-tuned FinBERT model with an 80% accuracy rate was used for predicting political mistrust. The BERTopic model was also used for superior topic modeling performance. RESULTS Our preliminary analysis identifies 43 mistrust-related topics categorized into 9 major themes. The most salient topics include COVID-19 mortality, coping strategies, polymerase chain reaction testing, and vaccine efficacy. Discourse related to mistrust in authority is associated with perceptions of disease severity, willingness to adopt health measures, and information-seeking behavior. Our findings highlight that the distinct user engagement mechanisms and platform features of Facebook and Twitter contributed to varying patterns of mistrust and susceptibility to misinformation during the pandemic. CONCLUSIONS The study highlights the effectiveness of computational methods like natural language processing in managing large-scale engagement and misinformation. It underscores the critical role of trust in health authorities for effective risk communication and public compliance. The findings also emphasize the necessity for transparent communication from authorities, concluding that a holistic approach to public health communication is integral for managing health crises effectively.

Introduction: Vaccine demand creation requires understanding what is driving the uptake of the vaccine. 24 Qualitative research methods are paramount to gaining a localized understanding of behavioral 25 drivers and barriers to vaccine uptake, but they are often underutilized.Methods: This is a qualitative study that 26 used public comments on the Facebook and Twitter posts of the Finnish Institute for Health and 27 Welfare (THL) as data sources to identify behavioral drivers for COVID-19 vaccine uptake in 28 Finland. The participatory data analysis utilized thematic analysis and the Theoretical Domains 29 Framework (TDF). NVIVO was used to assist in the coding process.Results: The greatest number of FB and 30 Twitter comments were linked with six TDF domains: knowledge, environmental context and 31 resources, beliefs in consequences, beliefs in capabilities, social and professional role, and social 32 influences. The domains included 15 themes that were interlinked. The knowledge domain 33 overlapped with all other domains.Discussion: By using public discourse on Facebook and Twitter, and rapid 34 qualitative data analysis methods within a behavioral insight framework, this study adds to the 35 emerging knowledge about behavioral drivers of COVID-19 vaccines that can be used by public 36 health experts to enhance the uptake of vaccines during future pandemics and epidemics.

Background: The use of patient-reported outcome measures (PROM) and patient-reported experience measures (PREM) provide health providers with valuable feedback on how to improve clinical care and patient outcomes. This paper describes a qualitative study that was conducted to learn about factors influencing the well-being of people living with HIV (PLHIV) in Finland. The findings will be used to develop themes for HIV-specific PROM and PREM questions. Methods: PROMs and PREMs were developed by the Finnish Institute for Health (THL) as a part of a project to develop a national quality-of-care registry for HIV. The study aimed to identify issues and concerns among people living with HIV (PLHIV) that influence their well-being (PROMs) and their experiences in the healthcare system (PREMs). The data were collected through face-to-face in-depth interviews and focus group discussions based on open-ended and semi-structured questions. The data were analyzed using thematic analysis. Results: The assessment identified the following PROMs of concern: psychological well-being, concerns about stigma, physical health, social well-being, sexual well-being, medication uptake, managing other medications with antiretrovirals (ARVs), and growing old. The assessment identified the following PREMs: helping patients understand their own health status, proving an opportunity for patients to discuss physical health, psychological and sexual well-being, supporting the uptake of ARVs, assisting patients with medication use, showing compassion towards patients, and empowering patients against stigma. Conclusion: These findings of the study can be used to develop domain-specific PROM and PREM questions for the national HIV quality care register.

Vaccine hesitancy and refusal have undermined COVID-19 vaccination efforts of nursing staff. This study aimed to identify behavioral factors associated with COVID-19 vaccine uptake among unvaccinated nursing staff in long-term care facilities (LTCF) in Finland. Methodology: The study was based on the Theoretical Domains Framework. Data were collected through qualitative in-depth interviews among nursing staff and managers of LTCFs. The analysis was based on thematic analysis. We identified seven behavioral domains, with several themes, that reduced the staff’s intention to get vaccinated: knowledge (information overload, inability to identify trustworthy information sources, lack of vaccine-specific and understandable scientific information), beliefs about consequences (incorrect perceptions about the vaccine effectiveness, and lack of trust in the safety of the vaccine), social influences (influence of family and friends), reinforcement (limited abilities of the management to encourage vaccination), beliefs about capabilities (pregnancy or desire to get pregnant), psychological factors (coping with changing opinion), and emotions (confusion, suspicion, disappointment, and fatigue). We also identified three behavioral domains that encouraged vaccine uptake: social influences (trust in health authorities), environmental context and resources (vaccination logistics), and work and professional role (professional pride). The study findings can help authorities to develop tailored vaccine promotion strategies for healthcare workers in LTCFs.

Background: Ghana has experienced recent polio outbreaks. Behavioral insights can be used to understand behavior and create demand for the polio vaccine. Methods: This cross-sectional study is based on an interactive mobile phone survey that explored factors influencing the uptake of the polio vaccine among Ghanaian mothers with children younger than five years old. The survey also explores the mothers’ intention to vaccinate their children in the future as well as an experiment with short polio vaccine voice message nudges to identify the most effective message frames in encouraging vaccination. The study sample was drawn from volunteers from a mobile service platform. Linear probability model regressions with Ordinary Least Squares (OLS) estimates were used to analyze the data. Results: In total, data from 708 caregivers was assessed. Out of the sample, 35% (n = 250) had not vaccinated their children against polio, around 8% (n = 53) of respondents stated they did not plan to do so, while 28% expressed intent to do so during the next polio vaccination campaign. Higher vaccination of children against polio, i.e. better uptake of the polio vaccine, appeared to be associated with children’s caregivers knowing that polio causes paralysis (with a coefficient of 0.13 (95% CI: 0.02, 0.24), i.e. 13% more likely than not to have their child vaccinated). Higher vaccine uptake also appeared to be associated with the perception that the polio vaccine is safe (with a coefficient of 0.11 (95% CI: 0.01, 0.22), i.e. 11% more likely than not to have their child vaccinated). Another factor in increasing vaccine uptake is whether caregivers receive support from healthcare workers with a coefficient of 0.11 (95% CI: 0.02, 0.20), i.e. 11% more likely than not to have their child vaccinated. Crucially, difficulty accessing the polio vaccine appeared to be associate with a negative change in vaccine uptake (with a coefficient of -0.16 (95% CI: -0.23, -0.08), i.e. 16% less likely to have their child vaccinated). Satisfaction with the information provided by vaccinators was also associated with better vaccine uptake (with a coefficient of 0.12 (95% CI: 0.05, 0.20) i.e. 12% more likely than not to have their child vaccinated); and having seen or heard something negative about the polio vaccine with a coefficient of 0.10 (95% CI: 0.03, 0.17), i.e. 10% more likely than not to have their child vaccinated. The social norms message frame was statistically significant with a coefficient of 0.06 (95% CI: -0.004, 012). Conclusion: The findings from this study suggest that most women with children under the age of 5 appear to have vaccinated their children against polio. Many more caregivers express an intention to vaccinate their children, never having done so before. The behavior and the intention to vaccinate are both driven by a number of factors that must be addressed to create demand for the polio vaccine. Targeted message frames appeared to be statistically significant drivers of vaccine uptake. However, more research is required to understand how they impact vaccine behavior and future intention for vaccination.

Understanding the risk perceptions of the public is central for risk communications and infodemic management during emergency and preparedness planning as people’s behavior depends on how they perceive the related risks. This qualitative study aimed to identify and describe factors related to COVID-19 risk perceptions of the public in Finland and to make this information readily available to those who communicate with the public during crises. The study is part of a larger project exploring crisis narratives through a mixed-methods approach. The study was based on a dataset of over 10,000 comments on the Facebook and Twitter posts of the Finnish Institute of Health and Welfare (THL) between March-May 2021. The data were analyzed qualitatively using thematic analysis. The study identified concepts linked with the pandemic risk perception that included knowledge, perceptions, personal experiences, trust, attitudes, and cultural values. The findings resulted in a framework of risk perceptions that can be used as taxonomy and a set of key concepts and keywords in social listening to monitor risk perception during future epidemics and pandemics.

: This qualitative study explores how religious leaders in Ghana view polio and polio vaccine–related knowledge and perceptions of the community members. It also examines the personal characteristics of those who are most likely to accept or reject the vaccine. On the basis of the findings, this study provides a set of evidence-based recommendations to support religious leaders’ efforts to create polio vaccine demand in their communities. The study is based on focus group discussions conducted with religious leaders from various geographic locations across Ghana. The discussions were transcribed verbatim and analyzed thematically. Twenty religious leaders, including Christian, Muslim, and leaders of traditional African religions, participated in the study. The findings show that both religious leaders and community members lack knowledge and have multiple culturally and religiously influenced explanations for polio. In addition, the findings reveal that vaccine safety and efficacy are linked to emotional narratives, and receiving the polio vaccine is not a social norm in all communities. Educated mothers in urban settings were identified as those most receptive to the polio vaccine. To create polio vaccine demand, religious leaders need to combat misinformation and the negative perceptions about the vaccine. Recommendations include conveying high-quality information to community members, developing tactics to address culturally and religiously sensitive matters, using emotionally inspired personal accounts to enhance positive attitudes toward polio vaccines and act as catalysts for positive social norms towards the polio vaccine. Educated mothers from urban areas can be engaged as champions in vaccine demand creation.