{"id":"W4408506488","doi":"10.1089/dia.2025.8811.ss","title":"Use of Diabetes Technology at the Advanced Age","year":2025,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Institute on Aging","keywords":"Medicine; Diabetes mellitus; Intensive care medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002509283,0.0003009404,0.0006282742,0.001365549,0.0002151224,0.00002727745,0.0006718925,0.0005495785,0.00006584518],"category_scores_gemma":[0.0001654171,0.0002078852,0.0001675605,0.002684585,0.002051559,0.00008131837,0.0008006133,0.0006620315,0.00004939343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001063355,"about_ca_system_score_gemma":0.00006353479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.294221e-7,"about_ca_topic_score_gemma":0.000006948459,"domain_scores_codex":[0.9979047,0.00005297314,0.000446474,0.0004559495,0.0002886957,0.0008512044],"domain_scores_gemma":[0.9978113,0.000320331,0.0001558028,0.001431609,0.0002383921,0.00004255801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003371434,0.0002758418,0.4361594,0.0001961206,0.001207797,0.000007972849,0.00002779247,0.000006981222,0.2519451,0.007783819,0.001029244,0.3013261],"study_design_scores_gemma":[0.001598607,0.0007133298,0.02540133,0.0003609936,0.0007952892,4.854512e-7,0.000236635,0.0005504853,0.547653,0.01512003,0.4072567,0.0003131211],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9612733,0.005981496,0.00002251122,0.02931508,0.0002060871,0.0009178114,0.00001148794,0.0004947916,0.001777447],"genre_scores_gemma":[0.9830086,0.0004327179,0.0009294114,0.003235941,0.00001917437,0.0001924687,0.00002820284,0.00004763163,0.01210587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4107581,"threshold_uncertainty_score":0.8477311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02686669954305968,"score_gpt":0.3068122724191537,"score_spread":0.279945572876094,"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."}}