{"id":"W4408278591","doi":"10.1016/j.diabet.2025.101637","title":"Practical implementation of automated insulin delivery systems in 2025: A French position statement update","year":2025,"lang":"en","type":"article","venue":"Diabetes & Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Position statement; Insulin delivery; Statement (logic); Position paper; Position (finance); Insulin; Medicine; Computer science; Diabetes mellitus; Endocrinology; Business; Family medicine; Type 1 diabetes; Pathology; Philosophy; Epistemology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02595627,0.00179676,0.0009618839,0.002372013,0.001281536,0.005880491,0.002639327,0.009764451,0.01447765],"category_scores_gemma":[0.0257217,0.0004470842,0.001953429,0.001523173,0.001653585,0.003308262,0.002250205,0.005597007,0.005072516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01073562,"about_ca_system_score_gemma":0.03374423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04942313,"about_ca_topic_score_gemma":0.03309805,"domain_scores_codex":[0.9869931,0.003936187,0.001373418,0.0008933374,0.004951318,0.001852684],"domain_scores_gemma":[0.9760329,0.006700898,0.001936163,0.0005875692,0.01245906,0.002283409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000342213,0.0002643064,0.002528341,0.002247515,0.0001135402,0.0004932295,0.0003066424,0.001930641,0.00145501,0.02795497,0.5345847,0.427779],"study_design_scores_gemma":[0.00005901358,0.0002108045,0.002147874,0.001959821,0.00005561806,0.0002071324,0.000149983,0.0002996405,0.0007422743,0.001168275,0.9929643,0.00003538241],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007013007,0.2651808,0.01420675,0.5573171,0.05662349,0.0003509769,0.003537704,0.001071974,0.09469821],"genre_scores_gemma":[0.1206729,0.3924764,0.07419858,0.2470452,0.03246309,0.00124783,0.01125192,0.0008492453,0.1197949],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04942313,"threshold_uncertainty_score":0.1372715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01708196097528382,"score_gpt":0.3645301049701561,"score_spread":0.3474481439948723,"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."}}