{"id":"W4308012301","doi":"10.2196/43174","title":"Social Media is Addictive and Influences Behavior: Should it Be Regulated as a Digital Therapeutic?","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Homewood Research Institute","funders":"","keywords":"Coroner; Social media; Addiction; Psychology; Addictive behavior; Social psychology; Internet privacy; Criminology; Medicine; Psychiatry; Suicide prevention; Medical emergency; Poison control; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005416547,0.0003107299,0.0005230294,0.0008020198,0.002208172,0.005821384,0.0009984951,0.005716102,0.005575408],"category_scores_gemma":[0.02046566,0.0002264927,0.0005828842,0.0004998811,0.01198284,0.003468701,0.001340376,0.004879595,0.0007510576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001581221,"about_ca_system_score_gemma":0.003048962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003976519,"about_ca_topic_score_gemma":0.005688021,"domain_scores_codex":[0.9956227,0.002703624,0.0001575262,0.0003580485,0.0008209509,0.0003371245],"domain_scores_gemma":[0.9790975,0.01419856,0.002518293,0.001089784,0.001647622,0.001448276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001387574,0.00263645,0.1084815,0.002478242,0.0005781061,0.002950657,0.02220203,0.0003416093,0.008186252,0.3469988,0.08995339,0.4138055],"study_design_scores_gemma":[0.0004446125,0.001548682,0.1897313,0.006150814,0.0006882977,0.002760747,0.03306809,0.001326168,0.006041262,0.2802274,0.4776472,0.0003653417],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08510881,0.03072353,0.002246824,0.8082982,0.00533665,0.0001513342,0.0001618136,0.0001296002,0.06784324],"genre_scores_gemma":[0.7430345,0.04224047,0.003513088,0.1907752,0.01006761,0.0003738116,0.00007373462,0.0001025812,0.009819107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005821384,"threshold_uncertainty_score":0.02864575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2548844069301907,"score_gpt":0.5529632785138126,"score_spread":0.2980788715836219,"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."}}