{"id":"W4386478391","doi":"10.2196/47914","title":"A Mobile App (Concerto) to Empower Hospitalized Patients in a Swiss University Hospital: Development, Design, and Implementation Report","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mobile apps; University hospital; Medicine; Computer science; World Wide Web; Medical emergency","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":[0.008036668,0.0006717706,0.0003009275,0.0008709871,0.0008216152,0.001739929,0.001092665,0.0010201,0.002470735],"category_scores_gemma":[0.01017395,0.0004057586,0.0004355299,0.000316829,0.0009011845,0.0009490105,0.002005032,0.0008558053,0.0006363373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106245,"about_ca_system_score_gemma":0.004706931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00264966,"about_ca_topic_score_gemma":0.003793535,"domain_scores_codex":[0.9953997,0.002267455,0.0003833263,0.0003416306,0.001012766,0.0005952246],"domain_scores_gemma":[0.9951282,0.002237602,0.0003510042,0.0002565362,0.001290258,0.0007365198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001938872,0.01652849,0.06834392,0.006852593,0.0002037687,0.006836059,0.0533791,0.003171281,0.04982003,0.002581301,0.01964575,0.7706989],"study_design_scores_gemma":[0.00316847,0.1011925,0.3616865,0.007801249,0.0014322,0.01129655,0.1043442,0.02015509,0.09576977,0.002340486,0.2897286,0.001084327],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9365793,0.0007006326,0.02547112,0.001225211,0.0001163436,0.02554499,0.0009384696,0.0009550301,0.008469021],"genre_scores_gemma":[0.7800158,0.001969354,0.1755684,0.00108029,0.00008381668,0.02813352,0.00192867,0.0004289881,0.01079124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008036668,"threshold_uncertainty_score":0.04250252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0300764377623276,"score_gpt":0.4226039956265488,"score_spread":0.3925275578642212,"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."}}