{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007677858,0.001162164,0.004882043,0.0117601,0.0009220215,0.004059762,0.001931743,0.003222146,0.004726675],"category_scores_gemma":[0.04154006,0.000980267,0.005857178,0.01333084,0.001189176,0.002679052,0.001984362,0.001551006,0.0003983439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003380013,"about_ca_system_score_gemma":0.01300651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009169921,"about_ca_topic_score_gemma":0.01877853,"domain_scores_codex":[0.9934466,0.002062868,0.002599203,0.0004191882,0.001296919,0.0001751098],"domain_scores_gemma":[0.9666286,0.02610715,0.004421382,0.0002728695,0.002314548,0.0002554416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001869986,0.00004027594,0.0007543531,0.8729284,0.00279251,0.0001136828,0.0003711491,0.0001052647,0.0001234495,0.0004076971,0.002156889,0.1200193],"study_design_scores_gemma":[0.00005014021,0.0001257366,0.001778557,0.9689755,0.01042514,0.0002783001,0.000308387,0.00004457726,0.0000912661,0.0001707874,0.01773318,0.00001850064],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004606651,0.998468,0.00005527388,0.0002105096,0.0001079972,0.0001672862,0.000088247,0.000002466238,0.0004396006],"genre_scores_gemma":[0.004099269,0.9947969,0.0002410644,0.0003593477,0.00007872823,0.0002605034,0.000069973,0.000002114326,0.00009207423],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0117601,"threshold_uncertainty_score":0.04060483,"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."}}