{"id":"W4389180078","doi":"10.2196/47145","title":"Patient and Physician Perspectives on the Use of a Connected Ecosystem for Diabetes Management: International Cross-Sectional Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sanofi","keywords":"Observational study; Medicine; Family medicine; German; Cross-sectional study; Health care; Diabetes mellitus; MEDLINE; Demography; Internal medicine","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":[0.001992505,0.0002177783,0.0003347531,0.0009544184,0.0008329882,0.00116074,0.0003656766,0.0009475188,0.002237493],"category_scores_gemma":[0.006068732,0.0003576352,0.0006156329,0.001367241,0.0004397086,0.0009998569,0.0008228088,0.001058092,0.0003644717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005709692,"about_ca_system_score_gemma":0.0005236519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007703305,"about_ca_topic_score_gemma":0.009379804,"domain_scores_codex":[0.9984395,0.0007490416,0.0001854645,0.0001959342,0.0002290047,0.0002010757],"domain_scores_gemma":[0.9920476,0.001841155,0.004216061,0.0002363189,0.0005073292,0.001151572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004417969,0.00013907,0.9983062,0.0000147486,0.00003246274,0.00003335125,0.0006103616,0.00001545088,0.00003610773,0.000008738662,0.0001456948,0.0006137523],"study_design_scores_gemma":[0.00001470902,0.000234044,0.9965318,0.00002091457,0.00002797633,0.0001611794,0.002521041,0.0001488476,0.00002224186,0.0000101111,0.0002993422,0.000007646238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987724,0.0001367263,0.00004313474,0.00009915083,0.000004461075,0.00002505664,0.0003550594,0.000002028081,0.0005619804],"genre_scores_gemma":[0.9991702,0.0001424047,0.0001037176,0.0001250904,0.00001195439,0.00003011995,0.0003322135,0.000001227027,0.00008318773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007703305,"threshold_uncertainty_score":0.0153169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.345960272420261,"score_gpt":0.546111093396477,"score_spread":0.200150820976216,"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."}}