{"id":"W2769002128","doi":"10.2196/mhealth.8532","title":"Diabetes Data Management System to Improve Glycemic Control in People With Type 1 Diabetes: Prospective Cohort Study","year":2017,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glycemic; Medicine; Type 2 diabetes; Diabetes mellitus; Prospective cohort study; Cohort; Diabetes management; Cohort study; Gerontology; 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":[0.001415674,0.0003655212,0.0005119519,0.0006484651,0.001123521,0.001193645,0.0004284534,0.0005941438,0.00229446],"category_scores_gemma":[0.002272797,0.0005363615,0.001335572,0.001317216,0.0001979606,0.0007343489,0.0006597171,0.00156647,0.0004200441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003929679,"about_ca_system_score_gemma":0.0005660799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007960838,"about_ca_topic_score_gemma":0.008595784,"domain_scores_codex":[0.9992455,0.0001598587,0.0000859152,0.0002001429,0.0001576405,0.0001509656],"domain_scores_gemma":[0.998497,0.0001969307,0.000549574,0.0001815321,0.0002536528,0.0003212952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005568487,0.0002760993,0.9976882,0.00002647652,0.0001660192,0.00003608349,0.00007799408,0.00001053793,0.00008849636,0.000009797864,0.0001100786,0.0009533479],"study_design_scores_gemma":[0.00007696704,0.0006162841,0.9982978,0.00001620993,0.0002181194,0.00009603611,0.0002448881,0.0001113082,0.00004168236,0.00001293918,0.0002608608,0.000006900002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998125,0.0003611938,0.0001226797,0.00005188436,0.00002103451,0.00007534644,0.000746513,0.000003796319,0.0004924696],"genre_scores_gemma":[0.9983841,0.0001921355,0.0001994319,0.00008794321,0.00001819254,0.00007270487,0.0005812927,0.000003706122,0.0004604556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007960838,"threshold_uncertainty_score":0.01582897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03802349038103055,"score_gpt":0.4151534755572915,"score_spread":0.377129985176261,"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."}}