{"id":"W2979709700","doi":"10.2196/14799","title":"The Effect of a Cellular-Enabled Glucose Meter on Glucose Control for Patients With Diabetes: Prospective Pre-Post Study","year":2019,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Diabetes mellitus; Glucose meter; Diabetes management; Blood glucose monitoring; Depression (economics); Prospective cohort study; Type 2 diabetes; Family medicine; Physical therapy; Internal medicine; Endocrinology","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":[0.002147777,0.0004781614,0.0006540998,0.0007344171,0.001100285,0.001304648,0.000535698,0.001034476,0.003194177],"category_scores_gemma":[0.00551992,0.0005804285,0.001405658,0.001028252,0.000558,0.001227938,0.0008420865,0.002152768,0.0006785254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007208329,"about_ca_system_score_gemma":0.0008408541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004398499,"about_ca_topic_score_gemma":0.005476534,"domain_scores_codex":[0.9984975,0.0005041697,0.000187079,0.0002525819,0.0002903024,0.0002683128],"domain_scores_gemma":[0.9943633,0.001335433,0.001757611,0.0003923638,0.0006934108,0.001457943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.006991992,0.006335955,0.980563,0.00005095984,0.0002179112,0.00005485927,0.0002457377,0.00003802811,0.0001149128,0.00002059771,0.0002473407,0.005118682],"study_design_scores_gemma":[0.0004372603,0.01197299,0.9864948,0.00001626789,0.0001543083,0.00005412978,0.0003884061,0.000131173,0.00006392656,0.00001838758,0.0002539383,0.00001447522],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998782,0.0001650755,0.00003656845,0.00005722878,0.00002357818,0.0001079233,0.0002394103,0.000002762961,0.0005854967],"genre_scores_gemma":[0.9986712,0.0001412526,0.0001001034,0.0001555488,0.00004324309,0.000112014,0.0003310478,0.000002362645,0.0004432512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004398499,"threshold_uncertainty_score":0.01135868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002686358122722356,"score_gpt":0.2246202034134415,"score_spread":0.2219338452907191,"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."}}