AIMC Topic: Social Media

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An explainable RoBERTa approach to analyzing panic and anxiety sentiment in oral health education YouTube comments.

Scientific reports Jul 1, 2025
Online videos are vital for health education and medical decision-making, but their comment sections often spread misinformation, causing anxiety and confusion. This study identifies stress-inducing comments in oral health education content, aiming t...
Natural Language Processing Oral Health Panic Humans Health Education Anxiety Social Media
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Sentiment Analysis Using a Large Language Model-Based Approach to Detect Opioids Mixed With Other Substances Via Social Media: Method Development and Validation.

JMIR infodemiology Jun 19, 2025
BACKGROUND: The opioid crisis poses a significant health challenge in the United States, with increasing overdoses and death rates due to opioids mixed with other illicit substances. Various strategies have been developed by federal and local governm...
Humans Social Media Analgesics, Opioid Opioid-Related Disorders Machine Learning United States Drug Overdose Large Language Models
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Navigating the Maze of Social Media Disinformation on Psychiatric Illness and Charting Paths to Reliable Information for Mental Health Professionals: Observational Study of TikTok Videos.

Journal of medical Internet research Jun 18, 2025
BACKGROUND: Disinformation on social media can seriously affect mental health by spreading false information, increasing anxiety, stress, and confusion in vulnerable individuals, as well as perpetuating stigma. This flood of misleading content can un...
Social Media Video Recording Mental Disorders Mental Health Humans Health Personnel
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Pharmacovigilance in the digital age: gaining insight from social media data.

Experimental biology and medicine (Maywood, N.J.) May 27, 2025
Pharmacovigilance is essential for protecting patient health by monitoring and managing medication-related risks. Traditional methods like spontaneous reporting systems and clinical trials are valuable for identifying adverse drug events, but face de...
Pharmacovigilance Adverse Drug Reaction Reporting Systems Social Media Drug-Related Side Effects and Adverse Reactions Humans Machine Learning
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Leveraging Social Media Data to Understand the Impact of COVID-19 on Residents' Dietary Behaviors: Observational Study.

Journal of medical Internet research May 23, 2025
BACKGROUND: The COVID-19 pandemic has inflicted global devastation, infecting over 750 million and causing 6 million deaths. In an effort to control the spread of the virus, governments around the world implemented a variety of measures, including st...
Obesity Social Media Feeding Behavior SARS-CoV-2 Diet Emotions Pandemics COVID-19 Humans
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Co-designing an online educational resource to help adolescents improve their digital health literacy.

BMC public health May 21, 2025
BACKGROUND: Digital media is ubiquitous in adolescents' lives and provides many opportunities to engage with health information. However, there is an increased risk of engaging with inaccurate or biased health information on the internet, resulting i...
Social Media Internet Health Education Health Literacy Humans Male Adolescent Female Child
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Converging Representations of Attention-Deficit/Hyperactivity Disorder and Autism on Social Media: Linguistic and Topic Analysis of Trends in Reddit Data.

Journal of medical Internet research May 20, 2025
BACKGROUND: Social media platforms have witnessed a substantial increase in mental health-related discussions, with particular attention focused on attention-deficit/hyperactivity disorder (ADHD) and autism. This heightened interest coincides with gr...
Humans Social Media Linguistics Attention Deficit Disorder with Hyperactivity Autistic Disorder
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Using the Language of elite athletes to predict their personality and on court transgressions.

Scientific reports May 16, 2025
Personality is predictive of many behaviors, but personality questionnaires cannot be readily administered to persons of interest. The language people use to express themselves can often predict personality and so should, in theory, provide a surroga...
Personality Social Media Humans Athletes Female Male Machine Learning Young Adult Surveys and Questionnaires Language Adult
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Patient Voices in Dialysis Care: Sentiment Analysis and Topic Modeling Study of Social Media Discourse.

Journal of medical Internet research May 15, 2025
BACKGROUND: Patients with end-stage kidney disease undergoing dialysis face significant physical, psychological, and social challenges that impact their quality of life. Social media platforms such as X (formerly known as Twitter) have become importa...
Natural Language Processing Kidney Failure, Chronic Emotions Social Media Humans Quality of Life Renal Dialysis
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Technology-Based Solutions for Combating Loneliness and Isolation in Geriatric Care: A Narrative Review.

Clinics in geriatric medicine May 14, 2025
This narrative review evaluates the potential of technology-based solutions to address loneliness and isolation among older adults and their caregivers. It examines the benefits and limitations of interventions such as videoconferencing, social media...
Aged Wearable Electronic Devices Virtual Reality Artificial Intelligence Geriatrics Caregivers Videoconferencing Humans Loneliness Social Media Social Isolation
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