{"id":"W7155203490","doi":"10.2196/89898","title":"Perspectives on Continuous Glucose Monitoring Among Adults with Type 2 Diabetes in the UK: A Cross-Sectional Survey (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Type 2 diabetes; Continuous glucose monitoring; Diabetes mellitus; Type 2 Diabetes Mellitus; Population; Blood Glucose Self-Monitoring","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":[0.003210509,0.0001833407,0.0003867998,0.0007368353,0.0004903411,0.001992567,0.000360838,0.001256532,0.003482838],"category_scores_gemma":[0.0192039,0.0003479809,0.0005691034,0.0026385,0.0004041269,0.001537736,0.0008485185,0.001094003,0.0003745001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009155117,"about_ca_system_score_gemma":0.0009415591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07996277,"about_ca_topic_score_gemma":0.06662846,"domain_scores_codex":[0.9960549,0.001786451,0.0006903682,0.0003311812,0.0007008177,0.0004363721],"domain_scores_gemma":[0.9886541,0.004291539,0.004115051,0.0004497457,0.001485442,0.001003993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001463502,0.00003454668,0.9911266,0.000108551,0.00005498056,0.0001182683,0.001438017,0.00002846142,0.0001920902,0.00007037965,0.002018944,0.0046628],"study_design_scores_gemma":[0.000004293299,0.00004981831,0.9981921,0.00004553155,0.00001128552,0.00007118933,0.001212526,0.00002236415,0.00001814778,0.00001683105,0.0003497952,0.000006113786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757805,0.003803804,0.000154781,0.01218799,0.0002263903,0.00001484015,0.00444612,0.000007806142,0.003377905],"genre_scores_gemma":[0.9922196,0.002672961,0.0001216899,0.00293311,0.0001932615,0.00002717787,0.001304355,0.000004158396,0.0005237694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07996277,"threshold_uncertainty_score":0.1589947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04117726202848252,"score_gpt":0.4055235193589133,"score_spread":0.3643462573304308,"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."}}