{"id":"W4226147780","doi":"10.1093/her/cyac010","title":"‘It’s just one big vicious circle’: young people’s experiences of highly visual social media and their mental health","year":2022,"lang":"en","type":"article","venue":"Health Education Research","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Popularity; Feeling; Gratification; Psychology; Mental health; Thematic analysis; Social media; Social psychology; Jealousy; Scrolling; Qualitative research; Sociology; Psychotherapist","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004785113,0.0001063823,0.0003017545,0.0005226631,0.005275879,0.00006458275,0.0004959538,0.00008870413,0.0003174437],"category_scores_gemma":[0.0004678435,0.0001212233,0.00003701001,0.001262286,0.0009123824,0.0001151555,0.0002627956,0.0006486893,0.000007769859],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001375179,"about_ca_system_score_gemma":0.0084585,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02232131,"about_ca_topic_score_gemma":0.01994013,"domain_scores_codex":[0.994918,0.001892355,0.0004410732,0.0003578316,0.001462207,0.0009284946],"domain_scores_gemma":[0.9987116,0.0002495536,0.0002646361,0.0001766694,0.0002231763,0.0003743051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003708215,0.000849671,0.004248829,0.00009879303,0.000007467633,1.280138e-7,0.8803831,5.353841e-8,0.00006092782,0.00105836,0.03208653,0.08116908],"study_design_scores_gemma":[0.0002728148,0.0002963861,0.0556668,0.00003290996,7.825417e-7,0.000003718317,0.9339741,0.000004860066,0.00006043435,0.0002898107,0.009300078,0.00009729455],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7948546,0.0009042779,0.000004099851,0.2010544,0.001493721,0.0008260493,0.00003633208,0.0000630713,0.0007634482],"genre_scores_gemma":[0.9965432,0.000867262,0.00004685359,0.001516689,0.0003662205,0.0002859441,0.00003441876,0.00001657461,0.0003228591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2016886,"threshold_uncertainty_score":0.9979434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1432665511129569,"score_gpt":0.4970714159574062,"score_spread":0.3538048648444494,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}