Skogen Jens Christoffer, Finserås Turi Reiten, Sivertsen Børge, Colman Ian, Andersen Amanda Iselin Olesen, Hjetland Gunnhild Johnsen
Department of Health Promotion, Norwegian Institute of Public Health, Bergen, Norway.
Centre for Evaluation of Public Health Measures, Norwegian Institute of Public Health, Oslo, Norway.
F1000Res. 2025 Sep 1;14:228. doi: 10.12688/f1000research.161622.3. eCollection 2025.
There is a need to go beyond mere measures of time used on social media. Existing tools inadequately capture the multidimensional nature of social media use, leaving a gap for concise yet comprehensive assessment tools.
This study aimed to develop a short questionnaire addressing three critical dimensions of perceptions and experiences of social media use: self-presentation, negative experiences, and problematic use. The association between these dimensions and symptoms of anxiety and depression was also investigated.
This study uses two independent datasets of adolescents aged 16+ years in Norway. Using Ant Colony Optimization (ACO) analyses, a pool of 31 social media items was analyzed to investigate factor structure and associations with symptoms of anxiety and depression. For model development, the "LifeOnSoMe"-study was employed (>3,500 participants), and data from a pilot study (~500 participants) was used for external validation.
Based on ACO-analyses, a 20-item six-factor model was identified, encompassing social comparison and self-presentation (five items), and three items for each of the following domains: negative experiences (Negative acts and Unwanted attention from others) and problematic use (Subjective overuse, Social obligations, and Source of concern). Confirmatory factor analyses demonstrated very good to excellent fit in both datasets, and consistent associations between the six different domains and symptoms of anxiety and depression.
The proposed 20-item questionnaire captures six important aspects of adolescent's experiences and perception of social media use, and it may serve as a meaningful tool for assessing the potential association between social media use and mental health and related outcomes.
有必要超越对社交媒体使用时间的简单衡量。现有工具无法充分捕捉社交媒体使用的多维度性质,从而为简洁而全面的评估工具留下了空白。
本研究旨在开发一份简短问卷,以解决社交媒体使用的认知和体验的三个关键维度:自我呈现、负面体验和问题使用。还研究了这些维度与焦虑和抑郁症状之间的关联。
本研究使用了挪威16岁及以上青少年的两个独立数据集。通过蚁群优化(ACO)分析,对31个社交媒体项目进行了分析,以研究因素结构以及与焦虑和抑郁症状的关联。为了进行模型开发,采用了“LifeOnSoMe”研究(超过3500名参与者),并将一项试点研究(约500名参与者)的数据用于外部验证。
基于ACO分析,确定了一个包含20个条目的六因素模型,包括社会比较和自我呈现(5个条目),以及以下每个领域的3个条目:负面体验(负面行为和他人不必要的关注)和问题使用(主观过度使用、社交义务和担忧来源)。验证性因素分析表明,两个数据集中的拟合度都非常好到极好,并且六个不同领域与焦虑和抑郁症状之间存在一致的关联。
所提出的20项问卷涵盖了青少年对社交媒体使用的体验和认知的六个重要方面,它可能是评估社交媒体使用与心理健康及相关结果之间潜在关联的一个有意义的工具。