{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005522589,0.000229947,0.0003297507,0.0009418282,0.0007300191,0.001958646,0.0003718286,0.0008283937,0.006737261],"category_scores_gemma":[0.00930781,0.0003006358,0.0008500459,0.000933032,0.0004573443,0.001526759,0.001564968,0.002014202,0.0007045295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006821143,"about_ca_system_score_gemma":0.0008246943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0122405,"about_ca_topic_score_gemma":0.02291879,"domain_scores_codex":[0.999191,0.0001905014,0.000127988,0.00007507146,0.0002123548,0.0002030046],"domain_scores_gemma":[0.9924029,0.001558957,0.004016644,0.0002213038,0.000536431,0.001263784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001373637,0.0002013242,0.9920243,0.00005607139,0.00006572461,0.00009891985,0.0009959945,0.00002644297,0.0001191719,0.00006776277,0.0004483558,0.005758636],"study_design_scores_gemma":[0.000004024582,0.00008500143,0.9946581,0.00006548937,0.00002927958,0.0002069258,0.004400505,0.0001041821,0.00004689357,0.00004165239,0.0003499492,0.000008133562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997104,0.0003702295,0.00002854471,0.0003999932,0.0000194175,0.00001338217,0.0004867694,0.000003913719,0.001573892],"genre_scores_gemma":[0.9978706,0.000589545,0.00007633984,0.0001690316,0.00003308276,0.00001059095,0.0003384062,0.000004110164,0.0009082274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0122405,"threshold_uncertainty_score":0.02433848,"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."}}