{"id":"W4411863658","doi":"10.1177/19322968251338754","title":"Research Gaps, Challenges, and Opportunities in Automated Insulin Delivery Systems","year":2025,"lang":"en","type":"review","venue":"Journal of Diabetes Science and Technology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Insulin delivery; Hypoglycemia; Type 1 diabetes; Medicine; Artificial pancreas; Insulin; Computer science; Diabetes mellitus; Risk analysis (engineering); Endocrinology","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":[0.01518997,0.001010404,0.001830362,0.001705923,0.001154205,0.006471799,0.002471709,0.004130544,0.006951128],"category_scores_gemma":[0.01761423,0.0007016677,0.001541726,0.002750379,0.002912204,0.01655513,0.002385065,0.005047021,0.003024073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002758066,"about_ca_system_score_gemma":0.007147955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002058683,"about_ca_topic_score_gemma":0.001239294,"domain_scores_codex":[0.9938523,0.001873643,0.00075115,0.0008303585,0.002152314,0.0005402424],"domain_scores_gemma":[0.9731333,0.01814092,0.001207492,0.0007661894,0.006073785,0.0006783907],"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":[0.0002841766,0.0002549112,0.001295094,0.02850496,0.0001167282,0.0003113863,0.0009751228,0.002707493,0.001911522,0.1162526,0.03959294,0.8077931],"study_design_scores_gemma":[0.00004547127,0.0005637237,0.0009859628,0.01272255,0.0001252382,0.0005720575,0.00181734,0.003399955,0.00171812,0.07632508,0.9016184,0.0001061651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001572176,0.9520209,0.007014093,0.02877545,0.0029026,0.00005474973,0.00009022444,0.0001010092,0.007468842],"genre_scores_gemma":[0.01711319,0.9606563,0.01071193,0.006461688,0.002884573,0.0001420627,0.0001563933,0.00004465281,0.001829134],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01518997,"threshold_uncertainty_score":0.08033317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1561345894845324,"score_gpt":0.4053777859321063,"score_spread":0.2492431964475739,"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."}}