{"id":"W4408564257","doi":"10.1089/dia.2024.0561","title":"Open-Source Versus Commercial Automated Insulin Delivery System for Type 1 Diabetes Management: A Prospective Observational Comparative Study from Canada","year":2025,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Diabetes Canada; Centre Hospitalier de l’Université de Montréal; McGill University; Université de Montréal; Montreal Clinical Research Institute","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Observational study; Diabetes mellitus; Insulin delivery; Type 2 diabetes; Insulin; Continuous glucose monitoring; Type 1 diabetes; Intensive care medicine; Diabetes management; Comparative effectiveness research; Internal medicine; Endocrinology; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001458406,0.000442175,0.0006757717,0.0009662667,0.002608921,0.0018141,0.001150385,0.0006730106,0.002823783],"category_scores_gemma":[0.004982905,0.0004338115,0.0009276819,0.004028211,0.0009760546,0.0006374816,0.0009115127,0.001426373,0.0002502717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0192077,"about_ca_system_score_gemma":0.0248512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9644328,"about_ca_topic_score_gemma":0.9702843,"domain_scores_codex":[0.9975181,0.000271913,0.0001960222,0.0004119809,0.000991876,0.0006101989],"domain_scores_gemma":[0.9916745,0.0007187119,0.00280088,0.0001802993,0.003184756,0.001440807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007199567,0.0003541305,0.9939721,0.00008296697,0.0001664587,0.00006248739,0.000469447,0.00003899799,0.0001278167,0.00008401656,0.0006854467,0.003236015],"study_design_scores_gemma":[0.000118631,0.0004460136,0.9957489,0.0001023785,0.0001524261,0.0001054695,0.002316453,0.0002176988,0.00006202451,0.00002528783,0.0006820823,0.00002262541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959162,0.0007688642,0.00007607764,0.0001561935,0.00001574362,0.00007798151,0.001777246,0.000003930455,0.00120766],"genre_scores_gemma":[0.9969611,0.0006983095,0.0001825881,0.0003385046,0.00001265363,0.00003186737,0.001296361,0.000005459038,0.0004731946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03556716,"threshold_uncertainty_score":0.1393622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08499605838749481,"score_gpt":0.3613512203682457,"score_spread":0.2763551619807509,"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."}}