{"id":"W4387345689","doi":"10.1016/j.jcjd.2023.09.003","title":"Open-source Artificial Pancreas Systems Are Safe and Effective When Supported In-clinic: Outcomes in 248 Consecutive Type 1 Diabetes Clients","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stornoway Diamond (Canada); University of British Columbia","funders":"RACP Foundation; Abbott Canada","keywords":"Medicine; Artificial pancreas; Type 2 diabetes; Intensive care medicine; Pancreas; Diabetes mellitus; Internal medicine; Type 1 diabetes; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.002052823,0.0002244408,0.000982032,0.001498425,0.00009479414,0.0002231402,0.0003614315,0.0001449203,0.0001628838],"category_scores_gemma":[0.002088314,0.0001862987,0.0000933612,0.0008534571,0.0002274135,0.0002470576,0.0001215988,0.0005258438,0.0001042197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002175967,"about_ca_system_score_gemma":0.0005699267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006769276,"about_ca_topic_score_gemma":0.006966713,"domain_scores_codex":[0.9974791,0.0003118235,0.0007254532,0.0002921433,0.0003268023,0.0008646821],"domain_scores_gemma":[0.997633,0.00079566,0.0003126907,0.0002213169,0.0002844417,0.0007528332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004157326,0.0000669593,0.9889032,0.0002063986,0.0002654438,0.0002038001,0.0004253041,0.00001241376,0.0001116448,0.00002830043,0.005494521,0.004240417],"study_design_scores_gemma":[0.002148046,0.0007671682,0.9899015,0.001279205,0.0000916199,8.335094e-7,0.001703068,0.0003320424,0.0001166791,0.0004033141,0.003059072,0.0001974282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994155,0.0008694585,1.928901e-7,0.001734609,0.000605839,0.00106654,0.00003753196,0.00001228012,0.001518565],"genre_scores_gemma":[0.9965673,0.00002179044,0.00001415074,0.0003258688,0.0001080902,0.00003087765,0.00002566485,0.0000387177,0.002867507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006289785,"threshold_uncertainty_score":0.7597042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03635968441847416,"score_gpt":0.3086661091766072,"score_spread":0.272306424758133,"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."}}