{"id":"W2944210638","doi":"10.2196/12656","title":"The Importance of User Segmentation for Designing Digital Therapy for Adolescent Mental Health: Findings From Scoping Processes","year":2019,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Victoria University; Victoria University of Wellington","keywords":"Mental health; Focus group; Anxiety; Psychology; Digital health; Applied psychology; Medical education; Medicine; Health care; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005299433,0.0002608449,0.0004101236,0.00008033017,0.0005665576,0.0001133752,0.000284783,0.00006877613,0.00006426718],"category_scores_gemma":[0.0000171701,0.0002192932,0.0001798595,0.0001899123,0.00008039015,0.000451136,0.00005114813,0.0001214424,0.00004110975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006562357,"about_ca_system_score_gemma":0.0003878194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001041566,"about_ca_topic_score_gemma":0.0001849771,"domain_scores_codex":[0.9971808,0.00007719865,0.001138977,0.0005295597,0.0003105295,0.0007628863],"domain_scores_gemma":[0.9982951,0.0003314288,0.0007799407,0.0003071023,0.00008043885,0.000206007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01406937,0.008266752,0.2253659,0.01590179,0.0006427483,0.000001032092,0.03504251,0.000005455307,0.001704035,0.00724091,0.1374359,0.5543236],"study_design_scores_gemma":[0.1128522,0.09473804,0.2736016,0.07500411,0.00007236577,0.0000945928,0.1399895,0.0004874071,0.06958054,0.01444219,0.2136848,0.005452765],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593536,0.005313938,0.001489916,0.008794347,0.002573065,0.01892614,0.003272592,0.0001017833,0.0001746764],"genre_scores_gemma":[0.9900007,0.0001624401,0.0017115,0.002796092,0.0001124957,0.002326333,0.001418627,0.00008417854,0.001387691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5488708,"threshold_uncertainty_score":0.8942517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05494122925183599,"score_gpt":0.4312795756407457,"score_spread":0.3763383463889097,"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."}}