{"id":"W4411977849","doi":"10.1089/dia.2025.0129","title":"Research Gaps, Challenges, and Opportunities in Automated Insulin Delivery Systems","year":2025,"lang":"en","type":"review","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Medicine; Insulin delivery; Diabetes mellitus; Delivery system; Insulin; Data science; Intensive care medicine; Type 1 diabetes; Internal medicine; Biomedical engineering; Endocrinology; Computer science","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":[0.01095895,0.0009876982,0.002251883,0.00168063,0.0009701781,0.005416332,0.00248896,0.003758269,0.005751263],"category_scores_gemma":[0.01143495,0.0008020362,0.001562804,0.002659071,0.002245404,0.01554274,0.002179754,0.004584332,0.002847851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002014305,"about_ca_system_score_gemma":0.005231603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001984959,"about_ca_topic_score_gemma":0.001297761,"domain_scores_codex":[0.9955156,0.001130312,0.0007067679,0.0006798671,0.001584229,0.000383208],"domain_scores_gemma":[0.9842883,0.01065686,0.0008275312,0.0004043556,0.00344827,0.0003746274],"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":[0.0003104893,0.0002679921,0.001151181,0.04090477,0.0001335483,0.0003910965,0.0009684624,0.002702744,0.002855428,0.07256123,0.03415907,0.843594],"study_design_scores_gemma":[0.00004333343,0.0005803453,0.0009721124,0.01255866,0.0001469174,0.0007929601,0.001546337,0.003140661,0.002291113,0.0445646,0.9332526,0.0001104119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001058104,0.9788497,0.003600864,0.0111611,0.001417168,0.00003025,0.0000530438,0.000063782,0.003765939],"genre_scores_gemma":[0.009473327,0.9783426,0.006020126,0.003316697,0.001524613,0.00008103321,0.0001147432,0.00003022883,0.001096495],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01095895,"threshold_uncertainty_score":0.05795717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2200289960912356,"score_gpt":0.415921766676318,"score_spread":0.1958927705850824,"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."}}