Future Preferences Research Articles

A literature review of clinical efficiency, patient satisfaction, and future preference of Isolite and DryShield dental isolation systems among pediatric patients.

This review aims to summarize and analyze previous studies that evaluated the clinical efficiency, patient satisfaction, and future preference of Isolite System Isolation (ISI) and DryShield System Isolation (DSI) and compare them to other forms of isolation during dental treatment in children. Both authors independently searched engines using the keywords "Isolite", "Vacuum", "DryShield" and their combinations in March 2022. The inclusion criteria included peer-reviewed articles written in English and clinical trials that assessed the clinical efficiency, patient satisfaction, and future preference of ISI or DSI during dental treatment on healthy unaffected children and compared it to other isolation systems such as rubber dam and cotton roll. A total of five articles were included, and data were extracted by both authors independently and compiled into one single table.Five clinical trials were identified. The use of both ISI and DSI systems is associated with more noise, requires less chair time, is more comfortable, and is preferred by more children than rubber dam or cotton ball isolation.The review reports promising results in clinical efficiency, patient satisfaction, and future preference for both Isolite and DryShield isolation systems. Both systems require less chair time and were preferred by pediatric patients for future dental treatment when compared to both rubber dam and cotton roll isolation systems. Less fluid leaking and gagging reflex were reported when compared to cotton roll isolation. When compared to rubber dam isolation, they were associated with less discomfort.

The Next Step: Current Sexual Lifestyles and Future Intentions

Using data from a nationally representative survey of sexual behavior in the United Kingdom, this visualization shows participants’ current sexual lifestyles and their ideal lifestyles five years from now. It demonstrates strong preferences for relationship progression toward cohabitation, marriage, and monogamy. Only a small minority of participants express a long-term preference for casual relationships, no sexual relationship, or any nonmonogamous lifestyle. Of currently nonmonogamous participants, a majority indicate a preference for a monogamous future, although a significant minority of nonmonogamous participants who are cohabiting or married wish to keep their lifestyles in five years’ time.

Future Long-Term Care Setting Preferences and Related Factors among Japanese Middle-Aged and Older People Living with HIV

Future Long-Term Care Setting Preferences and Related Factors among Japanese Middle-Aged and Older People Living with HIV

A survey of digital access, digital confidence and rehabilitation delivery preferences of patients referred for CR.

Remote delivery of cardiovascular rehabilitation (CR) has been vital during the COVID pandemic when restrictions have been placed on face-to- face services. In the future, CR services are likely to offer alternatives to centre- based CR, including digital options. However, little is known about the digital access and confidence of CR service users, or their CR delivery preferences. A telephone survey was conducted of those referred for CR in the London boroughs of Lambeth and Southwark (n=60) in which questions were asked about digital access and confidence, as well as current and future delivery preferences for their CR. Between March and July 2021, 60 service-users met the inclusion criteria and were recruited for a telephone survey (mean age 60 ± 11.2 years). Of those, 82% had regular access to a smartphone, 60% to a computer or laptop and 43% to a tablet device. A high proportion of service users perceived themselves to be 'extremely' or 'somewhat' confident to use their devices. Thirty-nine (65%) service users would currently prefer a face-to- face assessment, rising to 82% once the perceived COVID-19 threat and restrictions are less. Preferences for accessing exercise were equally split between face-to-face and remotely supported independent exercise, with low interest in digital options. Delivery preferences for education, relaxation and peer support were more heterogeneous with interest in all delivery options. In conclusion, digital access and confidence in CR service users was good. Redesigning CR services to offer more rehabilitation delivery options, aligned with patient choice may increase uptake and further trials are needed to assess the impact.

Understanding Social and Environmental Factors to Enable Collective Access Approaches to the Design of Captioning Technology

Oftentimes human computer interactions (HCI) accessibility research designs technology to support Deaf and disabled people in their existing social contexts. I, instead, propose an approach to accessible technology design that follows the disability justice principle of collective access, envisioning hearing and nondisabled people as key participants in making interactions accessible. Using captioning as a case study, I explore ways that technology could support accessible social norms, achieved by first paying close attention to the social, environmental, and technical factors that shape access for d/Deaf and hard of hearing (DHH) captioning users. My dissertation work will consist of four studies; 1) an exploration of the factors that shape DHH people's current experiences with and future preferences for captioning tools, 2) codesigning features to support accessible group communication with mixed groups of DHH and hearing people, 3) understanding TikTok captioning practices and their impact on DHH users, and 4) exploring the factors that influence professional captioners' work.

Flexible Working Arrangements and Social Sustainability: Study on Women Academics Post-COVID-19

One of the main challenges faced by companies, scholars, and governments nowadays is achieving economic, environmental, and social sustainability. Remote working, reduced work weeks, and other types of flexible working time arrangements (FWAs) are the new characteristics that will shape the future of work to ensure social sustainability. In changing work patterns, working styles are changed to possibly improve women employees’ mental health and life–work balance. However, recently, very few firms have succeeded in adopting these new FWA trends. The purpose of this paper is to investigate women’s preferences towards FWAs in the academic sector as a social sustainability source. We investigate the effect of the COVID-19 pandemic on female faculty members’ future job preferences. The data used in the research are collected from a survey given to female faculty members who work in a Saudi women’s university and have already experienced FWAs during the COVID-19 period. The study uses mixed methods of research, combining a choice modeling (CM) method, one sample t-test, a paired sample t-test, cluster analysis, and probit models. Our results show that flexible working arrangements improve the wellbeing of women employees, which ensures sustainable social development. The findings also show that flexibility in location plays a significant role in the decision made by female faculty members when revealing their flexibility preferences. However, flexibility in time did not play a significant role in the decisions made by respondents. This study adds to the empirical evidence in the current literature on female academic staff preferences for FWAs in Saudi Arabia, using choice modeling conjoint analysis and mixed approaches.

When Reality Does Not Meet Expectations-Experiences and Perceived Attitudes of Dutch Stakeholders Regarding Payment and Reimbursement Models for High-Priced Hospital Drugs.

This study aimed to identify the current experiences with and future preferences for payment and reimbursement models for high-priced hospital therapies in the Netherlands, where the main barriers lie and assess how policy structures facilitate these models. A questionnaire was sent out to Dutch stakeholders (in)directly involved in payment and reimbursement agreements. The survey contained statements assessed with Likert scales, rankings and open questions. The results were analyzed using descriptive statistics. Thirty-nine stakeholders (out of 100) (in)directly involved with reimbursement decision-making completed the survey. Our inquiry showed that currently financial-based reimbursement models are applied most, especially discounts were perceived best due to their simplicity. For the future, outcome-based reimbursement models were preferred, particularly pay-for-outcome models. The main stated challenge for implementation was generating evidence in practice. According to the respondents, upfront payments are currently implemented most often, whereas delayed payment models are preferred to be applied more frequently in the future. Particularly payment-at-outcome-achieved models are preferred; however, they were stated as administratively challenging to arrange. The respondents were moderately satisfied with the payment and reimbursement system in the Netherlands, arguing that the transparency of the final agreements and mutual trust could be improved. These insights can provide stakeholders with future direction when negotiating and implementing innovative reimbursement and payment models. Attention should be paid to the main barriers that are currently perceived as hindering a more frequent implementation of the preferred models and how national policy structures can facilitate a successful implementation.

Understanding the ongoing learning needs of Australian paediatricians: Evaluation of a pilot paediatric video teaching programme.

The purpose of this study was to evaluate whether pre-recorded video-based lectures (VBLs) covering a range of paediatric topics are an acceptable means of providing ongoing education for consultant and trainee paediatricians in Australia. Previous participants (paediatric consultants and junior medical officers) of a neurology outreach teleconference programme offered by a paediatric neurologist between 2017 and 2020 were invited to participate in a multi-specialty pre-recorded video-based education programme. Acceptability was explored by assessing relevance, likelihood of utilising VBL's in the future, uptake and learning activity preferences. The impact of VBLs on confidence, currency and practice was also explored. Additional data including topics of interest, preferred video format, duration, viewing method and frequency of delivery were captured, to better understand participant preferences to inform future efforts. A total of 135 consented; 116 returned baseline; 94 returned follow-up surveys. Preferred learning activities included a live/interactive component. Videos were considered relevant. Preferences for pre-recorded videos improved from ninth to sixth most preferred learning activity post-intervention. VBL convenience and accessibility were valued. Practice was altered in: approach to management, use of treatments, confidence in decision-making, and discussion with families and patients. The average view duration was 16 min. Longer videos yielded slightly lower audience retention rates. For future offerings, the majority endorsed a preference for a 'mixed' video format and duration of 20-40 min, offered monthly. Video-based medical education is an appealing and sustainable alternative, given the convenience of unrestricted accessibility, in meeting ongoing learning needs of Australian paediatricians and trainees.

Transformation of Consumer Expectations for Well-Being in Hospitality: A Systems Framework

Systemic shifts in consumer preferences and expectations are not new, and can often be accelerated by major environmental events. Early evidence suggests that the events of 2020 to 2021 may have created that acceleration to fundamentally alter future consumer preferences. In this study, we argue that consumer expectations are on the path to being essentially transformed. If so, such transformations will require a renewed focus on consumer preferences in the context of an ecosystem comprised of the macro-, meso-, and micro-level factors impacting these changes. Changing consumer expectations will also need to be articulated and incorporated more comprehensively to include physical, mental, and social wellbeing. In this study, we argue that consumer behavior research will need to incorporate these fundamental shifts in factors impacting consumer preferences. We present a conceptual framework that incorporates the changing landscape of factors influencing this transformation along with suggestions for future research, and theoretical and practical implications.

PP111 Reimbursement And Payment Models: A Survey Of Stakeholders’ Current Experiences And Future Outlook Within The Dutch Policy Setting

IntroductionThe constant evolution of high-priced hospital drugs with large uncertainties are increasingly challenging the sustainability of many healthcare reimbursement systems. Consequently, more attention is paid to exploring innovative payment and reimbursement models that may contribute to sustainable healthcare funding mechanisms yet still ensure timely patient access to health intervention. However, more insight is needed into the experiences of stakeholders involved in making payment and reimbursement arrangements as they may play an essential part in successfully implementing innovative reimbursement and payment models in the future.MethodsBetween May and July 2021, a survey was sent out to Dutch stakeholders directly or indirectly involved in payment and reimbursement agreements. The survey questioned the current use of and future preferences for reimbursement and payment models for high priced hospital drugs using Likert scales. Results were analyzed using descriptive statistics.ResultsOur inquiry shows that currently financial-based reimbursement models are applied most often, especially discounts due to their simplicity. In the future, outcome-based reimbursement models are preferred more, particularly pay-for-outcome. The main challenge for implementation is generating evidence in practice.Upfront payment is currently the most frequently applied payment model, according to the respondents, whereas delayed payment models are preferred to be applied more often. Particularly payment at outcome-achieved models are preferred but they can be administratively difficult to arrange.The respondents are moderately satisfied with the payment and reimbursing system in the Netherlands, arguing that especially transparency about the final agreement and mutual trust could be improved.ConclusionsDespite the preference healthcare payers have for using outcome-based reimbursement models and delayed payment models, currently they are rarely applied. The insights from our survey can provide Dutch stakeholders with future direction when implementing innovative reimbursement and payment models. Attention should be paid to which barriers are currently perceived and how policy structures can facilitate implementation. Further research should focus on exploring which combinations of reimbursement and payment models are most likely to be successful in the Netherlands.

Quality of prenatal and postpartum telehealth visits during COVID-19 and preferences for future care

At the start of the COVID-19 pandemic, telehealth practices for pregnancy-related care were rapidly implemented. Telehealth for pregnancy-related care is likely to continue after the pandemic. In order for health systems and clinicians to provide person-centered pregnancy-related care via telehealth, it is critical to understand patients' telehealth experiences and their preferences regarding the use of telehealth moving forward. This study aimed to describe perceived quality of prenatal and postpartum telehealth visits during COVID-19 and to examine the association between telehealth quality during the pandemic and future telehealth preferences. We used data from of an online sample of US women aged 18 to 45 years seeking reproductive health care during COVID-19. Two cross-sections of survey data were collected in July 2020 and January 2021. This analysis included those who sought prenatal (n=1496) or postpartum (n=482) care during the pandemic. Among those who had a prenatal or postpartum telehealth visit, we used multivariable logistic regression to examine the association between a measure of perceived telehealth quality and openness to future telehealth visits, adjusting for sociodemographic characteristics. A total of 57.5% of prenatal and 52.9% of postpartum respondents had a telehealth appointment. Respondents agreed with most statements about the quality of their telehealth appointments, with ≥80% reporting that they were convenient, easy, safe, and provided good information. Lower-ranked quality items were related to visits feeling personal and the patient feeling cared for. A total of 35.2% of prenatal (n=816) and 43.3% of postpartum (n=231) respondents expressed openness to telehealth visits in the future. Prenatal and postpartum respondents reporting higher telehealth quality had increased odds of being open to telehealth in the future (prenatal: adjusted odds ratio, 1.2; 95% confidence interval, 1.2-1.3; postpartum: adjusted odds ratio, 1.2; 95% confidence interval, 1.1-1.3). Prenatal and postpartum respondents with better telehealth experiences were more likely to express openness to telehealth in the future, although most preferred future in-person visits. As pregnancy-related telehealth continues, it is important to offer appointment options that match patient preferences, especially populations that face barriers in access to care, and to explore ways to personalize care and support positive patient-provider relationships.

Measuring Customers’ Satisfaction and Preferences for Ride-Hailing Services in a Developing Country

Ride-hailing services play an important role in developing countries where conventional transport systems are not enough to meet the needs of commuters because of increased populations. This form of transport has gained much popularity in developing regions because of the inclusion of motorcycles and rikshaws in ride-hailing services. To the best of the authors’ knowledge, there has been little research on passengers’ behavior towards these ride-hailing services that focuses on social protection and the fare system in developing regions. Therefore, this research study is aimed at investigating the behavior of commuters towards these ride-hailing services in Lahore, which is the second largest city in Pakistan and can be considered as a case study of a developing country. A total of 531 useable valid responses were collected through face-to-face interactions, including the sociodemographics (SEDs) and behavior of commuters towards these services. The results of an explanatory factor analysis (EFA) and structural equation modeling (SEM) revealed that some of the significant latent variables of these ride-hailing services are comfort, convenience, privacy and security, the fare system, social protection, and safety. The commuters’ overall evaluation of these services is positive and affects their present and future preferences. The structural coefficient between convenience and the variable of present preference is significant and negative, which shows that there are respondents who infrequently use ride-hailing services despite having high satisfaction. The riders’ satisfaction with privacy, security, social protection, safety, and comfort has a positive and direct impact on their present preferences as the structural estimates are positive, which means that the higher their views on privacy, security, and comfort, the more frequently they intend to use ride-hailing services for commuting. Increased social protection, safety, privacy, and security will improve the evaluations of the commuters and influence their present preferences for these ride-hailing services. Even though there are regulations on these ride-hailing services, some concrete policy interventions are needed for improvements in commuters’ overall evaluations of these services in order to influence their future preferences. The findings of this research study, if applied in the real world, can improve the overall evaluation of the commuters and positively influence their present and future preferences for these ride-hailing services.

The Endourological Society Inaugural Census Report.

The Endourological Society, the premier urologic society encompassing endourology, robotics, and focal surgery, is composed of a diverse group of >1300 urologists. However, limited information has been collected about society members. Recognizing this need, a survey was initiated to capture data regarding current member practices, as well as help the Society shape the future direction of the organization. Presented herein is the inaugural Endourological Society census report as the beginning of a continued effort for global improvement in the field of endourology. Using a REDCap® database, an email survey was circulated to the membership of the Endourological Society from May through June 2021. Twenty questions were posed, categorizing member data in terms of epidemiology/demographics, practice patterns, member opinions, and future educational preferences. Responses were received from 534 members, representing 40.3% of membership. Data demonstrated that the average age, gender, race, and ethnicity of the typical Society member respondent is a 48-year-old Caucasian male working in the United States, with a mean of 25 years in practice. Retrograde endoscopy and percutaneous nephrolithotomy were identified as the most common practice skills, and 50% of members are involved in robotics. Importantly, the census confirmed that the World Congress of Endourology and Technology remains popular with Society members as a means of educational advancement. To sustain and advance the Society, information is required to understand the career interests and future educational desires of its members. This inaugural census provides crucial data regarding its membership and how the Society can achieve continued success and adjust its focus. Future census efforts will expand on the initial findings and stratify the data to elucidate changes in the needs of the Society as a whole. Circulating an annual census will allow for continued improvements in the field of endourology and, ultimately, better care for urologic patients.

The marriage consumption puzzle—evidence from China

ABSTRACT Marriage, as the most crucial event in one’s lifetime, not only has a significant effect on one’s future consumer preferences but also changes one’s consumer decisions. This paper addresses how individuals change their expenditure when the marital status changes, three models are developed to explore this issue based on the equilibrium of current consumption and consumption purpose with the consideration of income growth, expenditure on public goods and mating competitiveness for males and females. By selecting the married group in the panel data of China Family Panel Studies between 2016 and 2018, we use the propensity score to match all the married individuals during the 2 years and search a control group for each of them and, in addition, use the difference-in-differences (DID) method to examine the effects of marriage on individuals’ personal and public consumption. Benefiting to the model fitting the data relatively well, the results show that individual’s expenditure raises by 24% when married, with highly increasing items in public goods. At last, males cost 11.4% more than females after their marriage.

Comparing People’s Experience of Therapy for Complex Trauma Across Three Modalities: Face-to-Face, Mixed, and Online

To compare client response to a 3-stage phased intervention for complex trauma, comparing (1) those who received face-to-face intervention with (2) those who received a hybrid of face-to-face moving mid-therapy to online intervention with (3) those who received online only. Comparing quantitative and qualitative outcome data from 3 consecutive groups (N=22) who participated in a 3-stage phased intervention for complex trauma (1) face-to-face intervention (n=7); (2) a mix of face-to-face and online intervention (n=6); (3) online only (n=9). Analysis of quantitative data indicated a reduction in trauma symptoms across all modes of delivery. Reliable change indices suggested that face-to-face intervention facilitated the greatest change. In response to questions, participants spoke about (1) having a positive experience of the intervention, (2) advice to future group members, (3) constructive feedback, and (4) the experience of engaging online. Responses indicated that the experience of all groups were broadly similar. Participants reported strong group connections and an increased understanding of trauma. Minor differences, specific to the practicalities of each group, were found in the constructive feedback offered. Comments regarding the online experience highlighted the accessibility of the modality and indicated a sense of diminished group cohesion. Overall, participants reported a preference for face-to-face engagement. The majority of participants benefitted from the intervention regardless of modality. However, there is tentative evidence that the online format was the delivery mode associated with poorer-performing clients. In the future, online engagement and client preference should be considered carefully.

Predicting undergraduates’ future preferred mode of learning during the closure of institutions of higher learning and its implications

E-learning was abruptly adopted as a strategic response to the sudden closure of institutions of learning induced by the COVID-19 pandemic. In contrast to the conventional voluntary adoption of e-learning, this study aims to explore a new trail by drawing challenges of e-learning eclectically from recent literature to develop an alternative theoretical model of future preferred mode of learning against the background of the sudden closure of institutions of higher learning induced by the COVID-19 pandemic. The theoretical model was validated via an empirical study based on the responses obtained from 352 Malaysian undergraduates. Results from the multinomial regression revealed that the model was significant (p-value < 0.01). Moreover, Information and Communication Technology infrastructure positively predicted whereas bottom 40% household income category and disadvantages of e-learning negatively predicted undergraduates’ future preference for blended learning (relative to 100% conventional classroom learning). Being male and possessing discipline for e-learning positively predicted whereas living in semi-urban area and disadvantages of e-learning negatively predicted undergraduates’ future preference for 100% e-learning (relative to 100% conventional classroom learning). This study adds to the body of knowledge by way of an alternative theoretical model of undergraduates’ future preferred mode of learning, which may facilitate future meta analysis on similarities and differences in challenges related to e-learning during the closure of institutions of higher learning across different countries. This study concludes with some reflective thoughts in terms of theory, practice and policy about one important lesson learned from this unprecedented closure of institutions of higher learning, which is readiness for blended learning to deal with future unexpected crises.

Reimbursement and payment models in Central and Eastern European as well as Middle Eastern countries: A survey of their current use and future outlook

There is growing interest in innovative reimbursement and payment models in Central and Eastern European (CEE) and Middle Eastern (ME) countries. A questionnaire was sent to payers from CEE and ME countries regarding the current use of, future preferences for and perceived barriers with these models. Twenty-seven healthcare payers from 11 countries completed the survey. Results showed participants preferred using outcome-based reimbursement models and delayed payment models more often; however, currently they are rarely applied. Barriers hindering implementation were mostly related to IT and data infrastructure, measurement issues, transaction costs and the administrative burden. Given these barriers highlighted in our study, policymakers should focus on the development of an implementation framework with contract templates for the preferred reimbursement and payment schemes to aid the feasibility of a successful implementation.

Advance directives among cognitively impaired persons who had an amyloid PET scan and their care partners: a mixed-methods study

BackgroundLittle research exists on the role of β-amyloid PET scans as part of Alzheimer’s diagnostic tests and documentation of end-of-life preferences for persons with cognitive impairment. The study objectives were to examine the association of amyloid PET scan results (elevated vs. not elevated amyloid levels) and diagnostic category (mild cognitive impairment vs. dementia) with the likelihood of having an advance directive (reported a median of 4.5 months post-scan); to explore perceptions of PET scan results and their influence on planning for the future among persons with cognitive impairment and their care partners.MethodsSequential, explanatory mixed-methods design using data from dyads in the CARE-IDEAS study: advance directives as a factor of diagnostic category and scan result using multivariable logistic regression models; thematic analysis of semi-structured interviews with persons with cognitive impairment and care partners to explore how scan results influenced documentation of future healthcare preferences. Participants included 1784 persons with cognitive impairment and care partners from the CARE-IDEAS study, and a subsample of 100 semi-structured telephone interviews.Results81.6% of dyads reported an advance directive. Non-Hispanic, White participants had higher rates of advance directives. There was no significant association between having an advance directive and scan results. Qualitative analysis provided insight into perceived urgency to have advance directives, evolving healthcare preferences, and the context of completing advance directives.ConclusionsAlthough amyloid PET scans prompted persons with cognitive impairment and care partners to consider progressive cognitive impairment as part of evolving healthcare preferences, we found substantial variability in the perceived urgency of documentation.

Empathy level among Saudi medical students using the Toronto empathy scale

Background: Empathy is a crucial component of professionalism in medicine, having a solid relationship with improved patient outcomes. The current study aims to examine the factor structure of the Toronto Empathy Questionnaire (TEQ) with a sample of Saudi medical students and to assess the differences in empathy scores by gender, year of study, and future career preference. Methods: A cross-sectional study was performed using anonymous self-administered online questionnaires. The study tool targeted a random sample of medical students in public and private Saudi medical schools in five regions (North, South, East, West, and Central) of Saudi Arabia. Results: 941 Saudi medical students enrolled in the study. 52.3% were male students, and 30.6% of the students were from the central region of Saudi Arabia. The most desired specialties were general surgery (19.2%), internal medicine (12.5%), and family medicine 8.2%. The average TEQ score was 42.31%, with 67.1% scoring low to average empathy levels. About one-third (32.9%) scored high empathy levels; females scored a higher average on the empathy score compared to males (43.48 vs. 41.24) P-value &lt;0.001. The never-married studentsalso scored higher empathy than married students 42.53 vs. 38.78) P-value &lt;0.00. The region with the highest empathy scores was the central province, 44.72%. Conclusion: Different factors could influence empathy scores, such as gender, marital status, GPA, and study year. Female students had a higher empathy score compared to male students. Senior medical students scored lower on the scale than younger students, and could be associated with a higher level of burnout. Further empathy-based discussions should be inserted into the Saudi medical curricula. Keywords: professionalism, Toronto empathy scale, medical students, Saudi Arabia.

Towards more trustworthy predictions: A hybrid evidential movie recommender system

Recommender Systems (RSs) are considered as popular tools that have revolutionized the e-commerce and digital marketing. Their main goal is predicting the users&amp;rsquo; future preferences and providing accessible and personalized recommendations. However, uncertainty can spread at any level throughout the recommendation process, which may affect the results. In fact, the ratings given by the users are often unreliable. The final provided predictions itself may also be pervaded with uncertainty and doubt. Obviously, the reliability of the predictions cannot be fully certain and trustworthy. For the system to be effective, recommendations must inspire trust in the system and provide reliable and credible recommendations. The user may speculate about the uncertainty pervaded behind the given recommendation. He could tend to a reliable recommendation offering him a global overview about his preferences rather than an inappropriate one that contradicts his activities and objectives. While such imperfection cannot be ignored, traditional RSs are rarely able to deal with the uncertainty spreading around the prediction process, which may affect the credibility, the transparency and the trustworthiness of the current RS. Thus, in this paper, we opt for the uncertain framework of the belief function theory (BFT), which allows us to represent, quantify and manage imperfect evidence. By using the BFT, the users&amp;rsquo; preferences and the interactions between the neighbors can be represented under uncertainty. Evidence from different information sources can then be combined leading to more reliable results. The proposed approach is a hybrid evidential movie RS that uses different data sources and delivers a personalized user-interface allowing a global overview of the possible future preferences. This representation would increase the users&amp;rsquo; confidence towards the system as well as their satisfaction. Experiments are performed on MovieLens and their additional features provided by the Internet Movie Database (IMDb) and Rotten Tomatoes. The new approach achieves promising results compared to traditional approaches in terms of MAE, NMAE and RMSE. It also reaches interesting Precision, Recall and F-measure values of respectively, 0.782, 0.792 and 0.787.