{"id":"W3132025323","doi":"10.1016/j.psychres.2021.113806","title":"Smartphone ownership and use of mental health applications by psychiatric inpatients","year":2021,"lang":"en","type":"article","venue":"Psychiatry Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ontario Mental Health Foundation","keywords":"Mental health; Unit (ring theory); Psychiatry; Psychiatric medication; Medicine; Metropolitan area; Vulnerability (computing); The Internet; Smartphone app; Psychology; Internet privacy; Computer security; Computer science; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.0006831822,0.0001433109,0.000243071,0.0003033033,0.0003406812,0.0000700318,0.0002233854,0.00009823826,0.0004797795],"category_scores_gemma":[0.00003708377,0.0001478659,0.00009323123,0.001261466,0.0002394316,0.0001735615,0.0001732923,0.0004340705,0.0002788808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001091812,"about_ca_system_score_gemma":0.000277849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004846581,"about_ca_topic_score_gemma":0.0003357356,"domain_scores_codex":[0.9970258,0.0005533363,0.0006543387,0.0005528609,0.00055847,0.0006551448],"domain_scores_gemma":[0.9984748,0.0001569524,0.0001640251,0.0006201128,0.0001993055,0.0003848125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002295464,0.006154848,0.3241139,0.0005600026,0.0001333215,0.000001354494,0.0005752842,1.555696e-7,0.00007969878,0.0382164,0.5606191,0.06931643],"study_design_scores_gemma":[0.005536213,0.004475102,0.3741255,0.000546136,0.00003364962,0.0001454778,0.005389988,0.0000233948,0.0002512305,0.02279132,0.5859482,0.0007337755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8911496,0.02518629,0.0004423114,0.05553365,0.004757317,0.003430016,0.002318068,0.0001201892,0.01706254],"genre_scores_gemma":[0.9811644,0.0002202851,0.003802982,0.0008312131,0.0001507339,0.0008359786,0.0004817104,0.00005735933,0.01245536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09001476,"threshold_uncertainty_score":0.6029795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1189386700112818,"score_gpt":0.4684496987268287,"score_spread":0.3495110287155469,"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."}}