{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007104533,0.0003527142,0.0004781787,0.0005024857,0.001319529,0.001689198,0.0005179792,0.0008828082,0.003143725],"category_scores_gemma":[0.003717559,0.0004274052,0.000591544,0.0007075226,0.0006503459,0.0008304244,0.001051233,0.001727228,0.001021321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001320905,"about_ca_system_score_gemma":0.0009851125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01553823,"about_ca_topic_score_gemma":0.017811,"domain_scores_codex":[0.9993619,0.0001435429,0.00005035583,0.00008415734,0.0001441424,0.0002158144],"domain_scores_gemma":[0.9979089,0.0005378765,0.0006078763,0.0000915536,0.0002769836,0.0005768624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001300736,0.003632208,0.9804645,0.0000654289,0.00006108126,0.0005902097,0.001236438,0.00004927578,0.0002845472,0.00003214903,0.0007089325,0.01157451],"study_design_scores_gemma":[0.0002063551,0.003688048,0.9887799,0.00009885063,0.0001211701,0.000656026,0.005441532,0.0002314581,0.0002244189,0.00007377155,0.0004454207,0.00003299481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991007,0.0001250492,0.00002940879,0.00008002597,0.000006276445,0.00003204746,0.0001665958,0.000003429755,0.0004563597],"genre_scores_gemma":[0.9984965,0.000358933,0.00007378786,0.0001645117,0.00001335104,0.00004783542,0.0002834186,0.000005422001,0.0005561748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01553823,"threshold_uncertainty_score":0.03089559,"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."}}