Personal Mental Health Research Articles

Police Use of Force in Mental Health Crises: An Analysis of Coronial Inquest Findings from Australia

Police are frequently the initial responders to situations involving individuals experiencing a mental health crisis. These situations sometimes escalate to the point where police resort to the use of force, resulting at times in injury and, less often, loss of life. This study draws on data from coronial inquest reports of cases involving police use of fatal force against persons with mental illness from one Australian jurisdiction. It examines the contextual factors leading up to these incidents, the personal backgrounds and mental health histories of the individuals in crisis, and the tactical approaches employed by police leading to the use of deadly force. Understanding these insights is crucial as they can potentially guide efforts to reform police practices in dealing with individuals in mental health crises and ultimately may help to prevent fatal outcomes.

Affective Computing in Mental Health: The Role of Facial Expression Recognition

Affective computing has emerged as one of the leading interdisciplinary disciplines that utilize technology to detect and interpret human emotions, and so it provides critical information for the mental health monitoring process. The present study addresses the facial expression recognition as an important tool in the diagnosis and treatment of mental health disorders. By discussing the physiological and psychological implications that facial expressions may have, we analyze how FER systems can supplement the traditional approach to mental health evaluation by providing real-time feedback and timely intervention. Improved algorithms for machine learning and computer vision techniques in FER systems enhance the accuracy and efficiency of FER systems, thus increasing their applicability in teletherapy, clinical assessment, and personal well-being applications. This discussion paper shall also touch on the issues and ethical concerns of FER technology, such as privacy and the potential for misinterpretation. Our results indicate that FER can be a meaningful contributor to care for personal mental health by continuous monitoring and understanding of emotional well-being.

The Influence of Loneliness and Self-Control on Online Game Addiction

The development of information technology has brought various conveniences to everyday life, including easier access to online games. However, a negative impact that is often overlooked is online game addiction which can adversely affect a person's physical, mental and social health. The purpose of this study is to understand the influence of loneliness and self-control on online game addiction in gaming community members. This study used a correlational quantitative approach with 220 research subjects from the online gaming community. This study used the OGA scale from Lemmens (2009) to measure online game addiction variables, UCLA Loneliness Scale Version 3 from Russel (1996) to measure loneliness variables, and Self-Control Scale (SCS) from Tangney (2004) to measure self-control variables. The results showed that there is a significant influence between loneliness and self-control on online game addiction.

The relationship between perceived parenting styles and anxiety in adolescents

Adolescence is a crucial period of growth and the best time to recognize, rebuild, and improve different psychological and social aspects of a person's life. Anxiety is one of the variables that affect a person's mental health. Also, there is a connection between parenting styles and mental health during adolescence. The purpose of this study was to determine the relationship between perceived parenting styles and anxiety of adolescents in Isfahan (Iran). This descriptive-analytical study was conducted with the participation of 197 teenagers in the age group of 12–18 years in Isfahan, Iran. The participants were selected by cluster random sampling. The Parenting Styles Questionnaire (PSQ) and March Children's Anxiety Questionnaire were used to collect information. Data were analyzed using descriptive and analytical statistics through SPSS 26. The mean and standard deviation of anxiety in adolescents were 45.96 and 16.51, respectively (at a low level). The participants evaluated their parenting style in order as permissive (32%), authoritative (24.9%), neglectful (21.8%), and authoritarian (21.3%). A significant difference was observed between the anxiety level of adolescents and their parenting style (p < 0.001). In this way, the highest anxiety was related to the children of permissive parents, and the most minor anxiety was associated with the authoritarian parents (p < 0.001). The findings of this research indicate that there is a significant difference between the perceived parenting styles in terms of the level of children's anxiety. Therefore, considering the importance of parenting styles on children's psychological characteristics, It is recommended to educate parents about the importance of their parenting style on their children's health.

A Mixed Methods Study of Ethnic Identity and Mental Health Recovery Processes in Minoritized Young Adults.

Ethnic identity development is associated with positive mental health in young adults from ethnic minority groups. How a sense of belonging and attachment to one's ethnic culture is related to personal mental health recovery remains unexplained. This study examines the experiences of ethnic minority young adults in the U.S. to understand the aspects of culture and identity development that are relevant to their recovery processes. Young adults who were living with chronic mental disorders were recruited from four rehabilitation programs. Interviews produced quantitative and qualitative data. An explanatory sequential mixed methods design was used to integrate the qualitative findings from a sub-group of young adults (n = 44) with the results from the quantitative study. Directed content analysis was used to analyze the qualitative data, and the integrated data were analyzed in joint displays. The prominent themes characterizing ethnic identity development in personal recovery were (a) cultural history, traditions, and values; (b) mental illness stigma within the ethnic community; and (c) bias and discrimination in mental health services. Young adults with high ethnic identity development reported having more support from family, but they also described experiences with stigma and racism. The integrated results suggest that ethnic identity development promotes mental health recovery in minoritized young adults through social support and improved well-being and resilience. Experiences of intersectional stigma and structural racism associated with ethnic identity can interfere with self-determination and access to care among minoritized Hispanic/Latine, Black, and multiracial young adults in the U.S.

The Silent Saboteur: The Impact and Management of Malicious Word-Of-Mouth in The Digital Age

In the digital era, the impact of malicious word-of-mouth on individuals and businesses is complex. Malicious online reviews and false information can spread quickly, causing serious damage to personal reputation and corporate branding. This article provides an in-depth analysis of the effects of malicious word-of-mouth on various aspects of the economy and society, and proposes effective strategies for response. Through specific case studies, such as the controversy surrounding the BOY LONDON brand, the public relations crisis of the Wahaha brand, the damage to Jiang Ping's personal image, and the "pink-haired girl" incident, this article illustrates how malicious word-of-mouth can erode consumer decision-making autonomy, pose threats to personal physical and mental health, and tarnish the image of brands and enterprises. To address these challenges, companies and governments must take proactive measures, such as monitoring and responding to negative information on the Internet to maintain a positive image and strengthening Internet regulation to ensure the authenticity and transparency of information and to prevent the spread of false information. At the same time, improving public media literacy helps people identify and resist the influence of malicious word-of-mouth.

The Effect of Perceived Social Support on Self-Esteem and Well-Being Among the General Population of Riyadh, Saudi Arabia.

Introduction Perceived social support refers to the subjective assessment of the extent to which an individual feels supported by others. It is a crucial factor that affects a person's mental health, as well as poor self-esteem, which is a common psychiatric complaint correlated with low perceived social support. As the field expands, a better understanding of the correlation between these factors and mental health is important. Aim This study aimed to investigate the relationship between perceived social support, self-esteem, and well-being among the general population of Riyadh, Saudi Arabia. Subjects and methods This analytical cross-sectional study was conducted among the general population in Riyadh, Saudi Arabia. A self-administered questionnaire was distributed among the targeted population using an online survey. The survey comprised 39 questions, including a validated Arabic version of the Perceived Social Support (PSS) scale, a validated Arabic version of the Self-Esteem Scale, and the Well-Being Scale. Results Of the 405 surveyed participants, 277 (68.4%) were female, and 217 (53.6%) were between 18 and 25 years old. A total of 254 (62.7%) had high PSS. However, 328 (81.0%) had low self-esteem, and 236 (58.3%) had poor well-being. There was a significant association between PSS and both self-esteem and well-being. Females, those with higher monthly incomes, and those with good well-being were less likely to have low to moderate PSS levels. Additionally, being married and engaging in physical activity were significant predictors of low self-esteem. Conclusion Although most of the population demonstrated high PSS, the results for self-esteem and well-being were less than desired. PSS significantly influenced psychological well-being but not self-esteem. Further evidence suggests that male participants with lower monthly incomes may need more social support than others. More research is needed to determine the influence of PSS on self-esteem and well-being among the general population in this region.

Edge Computing with Deep Learning and Internet of Things for Recognising and Predicting Students Emotions and Mental Health

A person's Mental Health (MH) dramatically influences their complete evolution in life, including their cognitive, emotional, and psychomotor components. A person with good MH is content with life and can be creative, learn new things, and take risks to accomplish more significant objectives. Currently, college students are dealing with MH concerns for various causes, which affect their academic performance and significantly contribute to poor academic results. Therefore, encouraging MH in college students presents a significant problem for educators, parents, teacher educators, and governments. Adolescence is a crucial and delicate time characterized by considerable physical, emotional, social, and religious changes. The physical, social, and psychological facets of an individual's growth are laid out in this period, with mental health as a crucial factor in promoting these gains. Therefore, it becomes crucial for researchers to use Deep Learning (DL) algorithms to study the association between MH and vital psychological characteristics, such as emotional intelligence, personality traits, and intelligence. The personal aspects, namely personality, emotional intelligence, and MH are all related ideas that influence one another. Individuals must have mental well-being and emotional harmony to have a good personality. The current study uses DL techniques to investigate the relationship between college students' MH, emotional intelligence, and personality features. To perform a thorough study on emotion identification and Mental Health Prediction (MHP) among college students, this project investigates the integration of edge computing enabled by the Internet of Things (IoT) in the context of intelligent systems. Innovative treatments are urgently needed due to this population's rising prevalence of MH issues. This paper aims to continuously monitor and predict college students' MH using Edge Computing (EC) and IoT technology.

Personality Traits and Mental Health: Considering the Role of Age

Personality Traits and Mental Health: Considering the Role of Age

Risk Profiles Among College Students: Associations with Pathological Personality Traits and Mental Health Issues

Risk Profiles Among College Students: Associations with Pathological Personality Traits and Mental Health Issues

THE PSYCHOLOGICAL IMPACT OF TRAUMATIC EXPERIENCES ON FAMILY PERCEPTIONS AMONG YOUTH

In modern psychology, childhood trauma is recognized as a critical factor influencing personal development and mental health. Traumatic experiences disrupt a young individual's inner world, affecting their life trajectory and relationships. While these experiences can cause distress and reduce quality of life, they also have the potential to build resilience. Among youth, trauma frequently reshapes family perceptions, impacting trust, emotional bonds, and family dynamics. This article aims to explore the complex interplay between trauma and family perceptions, with implications for caregivers, educators, and mental health professionals. The study seeks to examine how traumatic childhood experiences influence youth perceptions of family dynamics, relationships, and values. By understanding these impacts, the study aims to provide insights into the role of family as a support system in fostering resilience and promoting trauma recovery among young people. The study employs a mixed-methods approach, combining theoretical analysis with empirical research involving 47 students from the National University “Zaporizhzhia Polytechnic.” Data collection tools include the Traumatic Events Questionnaire, Eysenck’s Self-Assessment of Mental States, and the Childhood Trauma Presence Questionnaire. Quantitative data are analyzed using descriptive statistics, while qualitative data are examined through thematic analysis. A correctional-developmental training program, "The Impact of Childhood Trauma on Future Family Formation," is integrated to provide therapeutic intervention. The findings reveal that childhood trauma significantly impacts youth perceptions of family, often leading to heightened anxiety, frustration, and rigidity. Trauma was observed to affect family attachment and trust, with some youth perceiving their families as less supportive. Conversely, supportive family environments were shown to mitigate these negative effects, highlighting the protective role of positive family relationships in trauma recovery. The intervention program demonstrated potential in improving resilience and family perceptions among participants. The study underscores the importance of therapeutic programs that address the psychological effects of trauma on youth, with an emphasis on family-based interventions. By fostering resilience and supporting healthy family relationships, these interventions can help youth navigate the long-term impacts of trauma. Future research should explore the influence of cultural and socioeconomic factors on family perceptions and trauma recovery, to better inform intervention strategies across diverse populations.

A Pathway for Advance Care Planning Co-Developed by Service Users and Interdisciplinary Healthcare Professionals in Older Persons Mental Health

Abstract Background Advance Care Planning (ACP) has been recognised as an effective mechanism for decision-making, maintaining autonomy, and ensuring that end-of-life care is aligned with an individual’s will and preference. However, healthcare professional's (HCPs) lack of confidence and knowledge has been cited as a barrier to practice. Furthermore, there are currently no widely accepted guidelines for ACP in health service settings (Barnett et al., 2024[1]). A key aim of the second stage of a three-stage action research study was to co-design a pathway to support ACP practice in a Mental Health Service for Older Persons. Reference [1] Barnett, M.D., Bennett-Leleux, L.J. &amp; Guillory, L.A. (2024) End-of-life treatment preferences and ACP among older adults, Death Studies, 48:2, 95-102. Methods The pathway was developed through cooperative inquiry (CI), a collaborative research approach. The CI group involved three service users (one with dementia family carer experience), and six interdisciplinary HCPs coming together as co-subjects and co-researchers. Five in-person CI meetings were convened. Results The CI group co-developed a person-centred pathway encompassing a tiered approach to ACP, which would be a source of guidance and support for service users, family carers and HCPs. Key components include training and education for HCPs to enhance confidence and skills; a Padlet online platform to host resources for service users and family carers; and facilitated interventions based on the individual needs of service users, including potentially additional accompanying documentation to capture mental health needs. An interdisciplinary approach to facilitating ACP engagement, with social work taking a lead role was also suggested. Conclusion The pathway was identified as an effective approach to embedding ACP practice in older persons mental health, through a tiered person-centred framework catering to the needs of both service users, and the training needs of staff. The pathway is proposed as potentially adaptable to other older persons services to support ACP engagement.

Mirror of the Self: Exploring the Influence of Self-Esteem and Narcissism on Social Media Addiction in college student

Social media addiction is a concerning condition because it will disturb a person's mental health. This study aims to analyze the effect of self-esteem and narcissism on social media addiction. This study uses quantitative research using survey and correlational research designs. The subjects of this study amounted to 65 people and the research data were revealed using the self-esteem scale, narcissistic scale, and social media addiction scale. The results showed that there was a negative correlation between self-esteem and social media addiction, then statistics also hurt social media addiction. negative impact on social media addiction. It is recommended that future researchers conduct an in-depth investigation of the complex interactions between narcissism, self-esteem, and social media use. narcissistic, self-esteem, and social media use, and develop more effective strategies to reduce the negative effects of social media addiction. strategies to reduce negative effects.

Pengukuran Beban Kerja Mental Mahasiswa Pekerja Fakultas Ekonomi Dan Bisnis Universitas Muhammadiyah Gresik Menggunakan Metode Nasa-TLX

Background – Mental workload is the difference between the workload demands of a task and capacity. Mental workload is a human evaluation or assessment of the limits of attentional load while carrying out tasks optimally, which is influenced by the workload demands of a task and the worker's capacity to handle the task, especially for students who carry out work activities while studying. Therefore, it is necessary to examine how much mental workload is actually borne by student workers so that the negative impacts it causes can be minimized. Aim – To measure the mental workload of student workers at the Faculty of Economics and Business, Muhammadiyah University of Gresik using the NASA-TLX method Design / methodology / approach – The research approach used is Quantitative Descriptive. Quantitative data was obtained from the results of questionnaire responses from student workers at the Faculty of Economics and Business, Muhammadiyah University of Gresik regarding the level of mental workload using the NASA-TLX method. Findings – High mental workload can have a negative impact on a person's mental health, especially for students who work while studying. Mental workload is defined as the difference between task demands and an individual's capacity to handle the task, focusing more on the mental aspect than the physical. Students who work while studying often experience fatigue, lack of time to rest and socialize, and experience sleep disorders and stress which can reduce their academic and work performance. Therefore, it is important to measure and analyze the level of mental workload experienced by student workers in order to reduce its negative impact. The method used to measure mental workload is NASA-TLX (Task Load Index). Conclusion – Student workers at the Faculty of Economics and Business, Muhammadiyah University of Gresik experience a high mental workload, with the time demand indicator (Temporal Demand/TD) having the highest weight and the level of effort (Effort/EF) getting the highest score. The time requirement (TD) indicator most dominantly influences their mental workload, while the level of frustration (FR) has the lowest influence. Overall, their average mental workload score was in the high category, namely 77.64. Research implication – This research is aimed at students who are studying while working, with the aim of measuring the level of mental load that objects experience. The load in question is a high mental workload, with indicators of time requirements (Temporal Demand/TD), level of effort (Effort/EF) and indicators of time requirements (TD), as well as levels of frustration (Frustration/FR). Limitations – The limitations of this research only include the mental workload variable on the research object (student workers)

Assessment of a Pilot Program for Remote Support on Mental Health for Young Physicians in Rural Settings in Peru: Mixed Methods Study.

Telemedicine-based interventions show promise in addressing mental health issues among rural populations, yet evidence regarding their impact among the health care workforce in these contexts remains limited. This study aimed to evaluate the characteristics and the responses and perceptions of recently graduated physicians who work in rural areas of Peru as part of the Servicio Rural Urbano Marginal en Salud (Rural-Urban Marginal Health Service [SERUMS], in Spanish) toward a telehealth intervention to provide remote orientation and accompaniment in mental health. A mixed methods study was carried out involving physicians who graduated from the Universidad Nacional Mayor de San Marcos and participated in the Mental Health Accompaniment Program (MHAP) from August 2022 to February 2023. This program included the assessment of mental health conditions via online forms, the dissemination of informational materials through a website, and, for those with moderate or high levels of mental health issues, the provision of personalized follow-up by trained personnel. Quantitative analysis explored the mental health issues identified among physicians, while qualitative analysis, using semistructured interviews, examined their perceptions of the services provided. Of 75 physicians initially enrolled to the MHAP, 30 (41.6%) opted to undergo assessment and use the services. The average age of the participants was 26.8 (SD 1.9) years, with 17 (56.7%) being female. About 11 (36.7%) reported have current or previous mental health issues, 17 (56.7%) indicating some level of depression, 14 (46.7%) indicated some level of anxiety, 5 (16.6%) presenting a suicidal risk, and 2 (6.7%) attempted suicide during the program. Physicians who did not use the program services reported a lack of advertising and related information, reliance on personal mental health resources, or neglect of symptoms. Those who used the program expressed a positive perception regarding the services, including evaluation and follow-up, although some faced challenges accessing the website. The MHAP has been effective in identifying and managing mental health problems among SERUMS physicians in rural Peru, although it faced challenges related to access and participation. The importance of mental health interventions in this context is highlighted, with recommendations to improve accessibility and promote self-care among participants.

Secure cognitive health monitoring using a directed acyclic graph-based and AI-enhanced IoMT framework

Millions of people throughout the world struggle with mental health disorders, but the widespread stigma associated with these issues often prevents them from seeking treatment. We propose a novel strategy that integrates Internet of Medical Things (IoMT), DAG-based hedera technology, and Artificial Intelligence (AI) to overcome these challenges. We also consider the costs of chronic diseases such as Parkinson's and Alzheimer's, which often require 24-hour care. Using smart monitoring tools coupled with AI algorithms that can detect early indicators of deterioration, our system aims to provide low-cost, continuous support. Since IoMT data is large in volume, we need a blockchain network with high transaction throughput without compromising the privacy of patient data. To address this concern, we propose to use Hedera technology to ensure the privacy, and security of personal mental health information, scalability and a faster transaction confirmation rate. Overall, this research paper outlines a holistic approach to mental health monitoring that respects privacy, promotes accessibility, and harnesses the potential of emerging technologies. By combining IoMT, Hedera, and AI, we offer a solution that can help break down the barriers that prevent individuals from seeking the support they need for their mental well-being. Furthermore, comparative analysis shows that our best-performing ML models achieve an accuracy of around 98%, which is more than 30% better than traditional models such as logistic regression.

Society-related Fears and Personal Mental Health

This paper explores the relationship between society-related fears and personal mental health. Respondents of an online survey representing the German population (18 + years) answered how much they are worried about eight societal developments (armed conflicts, social inequality, rise of right-wing extremism, crime and terror, immigration, climate change, artificial intelligence, pandemics). The analysis demonstrate that the sum score of society-related fears is significantly associated with higher levels of anxiety and depression. Particularly concerns about poverty, digitalization and pandemics are associated with higher anxiety and depression scores. Further explorations show that specific fears are intermingled with political ideologies, i.e. people fear different societal developments according to their ideological standpoints. Politically left-leaning individuals regard climate change and rising right-wing extremism as more threatening, while politically right-leaning individuals’ fears relate more strongly to migrants, terror and crime. The fears with the largest negative effect on mental health are poverty and armed conflicts for individuals who identify as left and digitalization for individuals who identify as right. Overall, findings lend support to the general notion that the world’s current ‘polycrisis’ is highly relevant and generally detrimental for mental health and human wellbeing.

Professional firefighters: Findings from the National Wellness Survey for Public Safety Personnel.

Professional firefighters are routinely exposed to occupational stressors that place them at a higher risk of developing mental health symptoms, including anxiety, depression, and posttraumatic stress. This article discusses findings of the National Wellness Survey for Public Safety Personnel, specifically the stressors that professional firefighters are exposed to on the job and their impact. Results indicated high levels of both occupational and individual stressors in this group. Common occupational and personal stressors and mental health symptomology endorsed by professional firefighters are discussed. Findings also revealed that about 40% of professional firefighters are facing clinically substantial levels of anxiety and depression, and more than 10% are experiencing clinically significant levels of posttraumatic stress disorder in numbers surpassing the general population. Most professional firefighters indicated being adversely impacted by their duties but did not want to utilize services, which is in line with prior research. Suggestions for assisting professional firefighters in mitigating occupational and personal stress are presented, and proposals for future research are provided. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

Transformative value, communities and service designs for sustainability

PurposeThe purpose of this transformative service research (TSR) is to apply, innovate on and extend the understanding of service-dominant logic (SDL) perspectives, sustainable service ecosystem design ideas, transformative value and meeting sustainable development goals (SDGs). This study explores these through volunteers’ lived experiences and their perceived health and well-being outcomes in the context of botanic gardens as health-care service settings.Design/methodology/approachA total of 3 UK botanic gardens and 84 volunteers between 22 and 87 years of age participated in this qualitative study. Volunteering stories were collected through emails, telephone exchanges, online and in-person interviews, free-flowing discussion and field observations. These were coded and analysed by using computer-assisted qualitative data analysis software, NVivo 14 Plus and Leximancer. Thematic analysis facilitated the mapping of well-being outcomes highlighting transformative value against existing health and well-being indices.FindingsInsights extend knowledge into SDL, TSR and transformative value experienced by volunteers across three UK botanic garden service ecosystems. Environmental, organisational and personal factors, and physical, mental and social health outcomes are presented to emphasise transformative value experienced, especially in retiree volunteers. Theoretical contribution is in the form of empirical evidence to support and extend insights about transformative value and more so, significant epistemological change and meeting SDGs in botanic gardens. Results add to contemporary TSR on health-care-related well-being outcomes and ideas regarding sustainable service ecosystem design.Research limitations/implicationsIt is recommended that service research be extended across other botanic gardens, as well as other novel underexplored contexts for comparative studies of transformative value. Continued development and consideration of service designs as ongoing efforts to redefine and reimagine services marketing innovation for botanic gardens are recommended. Botanic gardens are complex service ecosystems worthy of rigorous service research to capture and measure the impact and outcome of ongoing work of the sector in advancing SDGs and having a transformative effect on individual and societal health and well-being.Practical implicationsThis study highlights opportunities for greater area-based, coordinated, collaborative, multi-stakeholder services marketing partnerships for strategic sustainable service ecosystem design for the botanic gardens and health-care sectors. These sectors can make better use of service research and marketing to further innovate and co-develop health and well-being strategies, campaigns and opportunities to develop services to transform and influence positive health and well-being outcomes for people. Results reveal greater opportunities for collaborative partnership and services marketing’s role and practice for the ongoing vitality and viability of botanic gardens. Joint efforts would enable innovation on sustainable service ecosystem design, advancing SDGs and improving life on planet Earth.Social implicationsTransformative value linked to newfound life experiences and meaning to life after retiring with a range of factors, and health and well-being outcomes were prominent. Social connections to the wider community were present, revealing links to a range of people who may not have traditionally had contact with botanic garden heritage and their strategic efforts. Therefore, it is services marketing opportunities for botanic gardens that hold one key to greater transformative value, sustainability and greater influence and impact on individual and societal health and well-being.Originality/valueTo the best of the author’s knowledge, this is the first TSR on botanic gardens as health-care service settings, resulting in a conceptual framework on transformative value and well-being outcomes in meeting SDGs. It extends insights on SDL, sustainable service ecosystem design and roles of marketing for the common good. Botanic gardens are unique research institutes, highly acclaimed for research, conservation, education and displays of special botanical collections, as well as providing health care, among other impactful SDG opportunities. This can be made more explicit through ecosystemic thinking, service research and integrated services marketing of botanic garden’ roles and contributions worldwide.

Correlation between psychological traits and the use of smart medical services in young and middle-aged adults: An observational study

BACKGROUND Psychological problems affect economic development. However, there is a huge gap between mental health service resources and mental health service needs. Existing mental health service technology and platforms cannot meet all the diverse mental health needs of people. Smart medicine is a new medical system based online that can effectively improve the quality and efficiency of medical services and make mental health services accessible. AIM To explore the level of intelligent medical use among young and middle-aged people and its correlation with psychological factors. METHODS Convenience sampling was used to select 200 young and middle-aged patients with medical experience at the Third People's Hospital of Chengdu between January 2022 and January 2023 as the research subjects. The general condition Questionnaire, Eysenck Personality Questionnaire, Symptom Checklist-90, General Health Questionnaire, and Smart Medical Service Use Intention Questionnaire were used to collect data. Pearson’s correlation was used to analyze the correlation between the participants’ willingness to use smart medical services and their personality characteristics, psychological symptoms, and mental health. RESULTS The results revealed that the mental health of young and middle-aged people was poor, and some had psychological problems such as anxiety, depression, and physical discomfort. Familiarity, acceptance, and usage of smart healthcare in this population are at a medium level, and these levels correlate with psychological characteristics. Acceptance was positively correlated with E, and negatively correlated with P, anxiety, fear, anxiety/insomnia, and social dysfunction. The degree of use was negatively correlated with P, obsessive-compulsive symptoms, depression, anxiety, hostility, paranoia, and somatic symptoms. CONCLUSION The familiarity, acceptance, and usage of smart medical services among the middle-aged and young groups are related to various psychological characteristics.