{"id":"W2788617962","doi":"10.2196/mental.9441","title":"Supporting Our Valued Adolescents (SOVA), a Social Media Website for Adolescents with Depression and/or Anxiety: Technological Feasibility, Usability, and Acceptability Study","year":2018,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health via Writing","field":"Psychology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institute of Mental Health; Agency for Healthcare Research and Quality","keywords":"Usability; Social media; Anxiety; Depression (economics); Social anxiety; Psychology; Clinical psychology; Applied psychology; Computer science; World Wide Web; Data science; Psychiatry; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006901808,0.0003703832,0.0004078252,0.0006063828,0.0004016104,0.0009050071,0.000397339,0.000411531,0.001907661],"category_scores_gemma":[0.01288766,0.0002474638,0.0007579175,0.0002418818,0.0002782755,0.0008446947,0.0008442336,0.0004963046,0.0002120284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000248201,"about_ca_system_score_gemma":0.0005528748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006127409,"about_ca_topic_score_gemma":0.001209258,"domain_scores_codex":[0.997115,0.001883478,0.0002169129,0.0001496457,0.0004717117,0.0001632402],"domain_scores_gemma":[0.9915013,0.005322215,0.0007293326,0.0004061033,0.001262196,0.0007786943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00629425,0.02884054,0.5943354,0.002283712,0.0004556559,0.001240326,0.03166014,0.0006091457,0.01879089,0.000436861,0.003190061,0.311863],"study_design_scores_gemma":[0.001685018,0.09952196,0.8431141,0.0005748526,0.000784905,0.002296937,0.02520649,0.005248038,0.01080241,0.0002330898,0.01036627,0.0001658798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987193,0.00003039708,0.0002974266,0.00003119358,0.000006672394,0.0004697238,0.00005984813,0.00001416282,0.0003711761],"genre_scores_gemma":[0.9936751,0.0001247825,0.004480875,0.00007172039,0.00001898412,0.001093513,0.0001494303,0.00001138786,0.0003742615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006901808,"threshold_uncertainty_score":0.03650075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.067878646594335,"score_gpt":0.4562741704095349,"score_spread":0.3883955238151999,"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."}}