{"id":"W4283258327","doi":"10.1016/j.jcjd.2022.06.003","title":"Do-It-Yourself and Commercial Automated Insulin Delivery Systems in Type 1 Diabetes: An Uncertain Area for Canadian Health-care Providers","year":2022,"lang":"en","type":"review","venue":"Canadian Journal of Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Université Laval; Diabetes Canada; Simon Fraser University; University of Alberta","funders":"Diabetes UK; Juvenile Diabetes Research Foundation Canada","keywords":"Medicine; Insulin delivery; Health care delivery; Type 2 diabetes; Health care; Insulin; Intensive care medicine; Type 1 diabetes; Diabetes mellitus; Internal medicine; Endocrinology; Economic growth","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.00410695,0.0009726356,0.003916157,0.003520994,0.0008799164,0.002920374,0.002192267,0.002410186,0.008405649],"category_scores_gemma":[0.005428419,0.0004876556,0.002595664,0.00582582,0.001279208,0.002053257,0.001009709,0.003680477,0.001242476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008758332,"about_ca_system_score_gemma":0.02298769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2927802,"about_ca_topic_score_gemma":0.4930257,"domain_scores_codex":[0.9985961,0.0002131933,0.0001842411,0.0001179856,0.0007114714,0.0001769298],"domain_scores_gemma":[0.9955787,0.002045656,0.0005623476,0.00005215162,0.001460005,0.0003011012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002999416,0.0000722953,0.0004175065,0.05227764,0.0004372211,0.0001260505,0.0001220033,0.0001476904,0.0001943772,0.003782332,0.06666104,0.8754619],"study_design_scores_gemma":[0.0003096985,0.0002204458,0.004376886,0.07312103,0.00179421,0.000478141,0.000344165,0.0001315058,0.0001427598,0.001477796,0.9175205,0.00008274304],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003550771,0.9989737,0.00001378579,0.0005130164,0.000145579,0.000002571383,0.00001919544,0.00000224477,0.0002942653],"genre_scores_gemma":[0.0004167936,0.9988134,0.00007895598,0.0004209012,0.00007649903,0.000002738452,0.00001959915,0.000001007152,0.0001701852],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7072198,"threshold_uncertainty_score":0.582152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08738907129936943,"score_gpt":0.3518644937016978,"score_spread":0.2644754224023284,"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."}}