{"id":"W4317460730","doi":"10.2196/42389","title":"The Clinical Impact of Flash Glucose Monitoring—a Digital Health App and Smartwatch Technology in Patients With Type 2 Diabetes: Scoping Review","year":2023,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CINAHL; MEDLINE; Medicine; Type 2 diabetes; Cochrane Library; Diabetes management; Digital health; Systematic review; Health care; Diabetes mellitus; Meta-analysis; Nursing; Internal medicine; Psychological intervention","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001553334,0.0001914077,0.0006850041,0.00018105,0.0005165539,0.00001139597,0.0002283679,0.0001939013,0.00001065016],"category_scores_gemma":[0.0007374489,0.0001224384,0.00005850676,0.00145385,0.0001927215,0.0001103552,0.0001726908,0.0006697231,0.0001235174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001328583,"about_ca_system_score_gemma":0.001160353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001721553,"about_ca_topic_score_gemma":0.00003487234,"domain_scores_codex":[0.9967326,0.000294407,0.001317621,0.000370938,0.0002196647,0.001064756],"domain_scores_gemma":[0.9966902,0.001596143,0.0005761054,0.0005637479,0.0002389975,0.0003348325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001966163,0.00007393229,0.8978255,0.004622325,0.00001142067,8.646848e-8,0.0000433382,4.514595e-7,9.127663e-7,0.00002533593,0.003398471,0.0939785],"study_design_scores_gemma":[0.001009323,0.0009302818,0.9717801,0.02178731,0.000006981848,2.400393e-8,0.00006124296,0.00001524517,0.000002328761,0.0002109782,0.004082853,0.0001133408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707636,0.01883293,2.955542e-7,0.002614428,0.0002348458,0.007285126,0.00004307387,0.0001626007,0.00006312637],"genre_scores_gemma":[0.9418201,0.04899473,0.00007606081,0.0006418451,0.0001512658,0.008073637,0.00009905658,0.00005469959,0.00008859776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09386516,"threshold_uncertainty_score":0.4992895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04240441035566735,"score_gpt":0.4731580417975133,"score_spread":0.4307536314418459,"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."}}