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Thematic Qualitative Text Analysis, A research method used to identify, analyze, and interpret recurring patterns of meaning in qualitative data
Familiarization, The first step in thematic analysis involving reading and re-reading the text to note initial observations
Initial Coding, Assigning labels (codes) to meaningful segments of text to categorize data
Theme Identification, Grouping codes into broader clusters that represent candidate themes
Reviewing Themes, Checking if themes accurately reflect the dataset, combining, splitting, or discarding themes as necessary
Defining and Naming Themes, Clearly explaining what each theme represents and giving it a concise, descriptive name
Writing Up, Using selected quotes and narrative to illustrate themes and answer research questions
HECC, Health Expert Content Creator; a health professional active on social media
SMI, Social Media Influencer; a regular person gaining recognition through social media self-presentation
Micro-Influencer, An SMI with smaller followings perceived as more authentic and relatable
Mega-Influencer, An SMI with very large followings perceived as likable and popular
Parasocial Relationship (PSR), One-sided relationship where audiences feel emotionally close to a media persona, concept introduced by Horton and Wohl
Overgeneralized Health Messaging, Health info that is factually correct but may mislead due to lack of individual applicability
Health Misinformation, Information contrary to scientific consensus, often factually incorrect
Health Disinformation, False information deliberately shared to deceive others
Motivations for HECC Social Media Use, Include public health education, professional visibility, community building, and counteracting misinformation
Attitudes Toward Non-Expert SMIs, HECCs perceive non-experts as negative, problematic, and irritating
Epidemic of Inexpertise, Term used by HECCs to describe widespread non-expert health advice on social media
Disclaimers, Notes added by SMIs acknowledging lack of expertise or individual applicability
Health Literacy, Audience’s ability to understand and act on health-related information
Social Media Literacy, Audience’s ability to critically evaluate information shared online
Regulatory Interventions, Platform policies or laws designed to limit the spread of misleading health content
Verification Systems, Tools to confirm the professional qualifications of health content creators on social media
Dual Expertise, HECCs combine medical knowledge with understanding of social media dynamics
Public Health Education, Using social media to fill knowledge gaps and inform the public about health topics
Community Building, Engaging online audiences to foster discussion, support, and interaction
Professional Visibility, HECCs using social media for self-promotion or client acquisition
Counteracting Misinformation, HECCs actively correcting or preventing misleading health messages
Overgeneralized Messaging Risks, Can lead to self-diagnosis, inappropriate health decisions, or confusion
Individual Specificity Principle, Health advice must consider the recipient’s unique medical condition
Self-Diagnosis Risk, Followers may misidentify with an influencer and incorrectly assess their health
Mental Health Example, SMIs sharing symptoms may cause adolescents to self-diagnose conditions like ADHD
Positive Influence of SMIs, Encouraging exercise, healthy diets, and positive attitudes toward vaccination or screenings
Negative Influence of SMIs, Promoting unhealthy food, fitness myths, or spreading misleading health information
Combined Harm Principle, Overgeneralized but accurate advice can be as harmful as misinformation
Harff et al., Defined SMIs as "regular people who became well-known on social media due to efficient self-presentation"
Horton and Wohl, Introduced the concept of parasocial relationships in media psychology
Kuckartz, Developed the structured approach to thematic qualitative text analysis used in the study