{"id":"W4289593627","doi":"10.1089/dia.2022.0252","title":"Assessment of a Decision Support System for Adults with Type 1 Diabetes on Multiple Daily Insulin Injections","year":2022,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; University Health Network","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Glycemic; Dosing; Insulin; Diabetes mellitus; Type 2 diabetes; Clinical endpoint; Type 1 diabetes; Post-hoc analysis; Continuous glucose monitoring; Hypoglycemia; Internal medicine; Clinical trial; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004683661,0.0002220164,0.0004897332,0.0008952317,0.0002857031,0.00001510803,0.0003482602,0.0001540359,0.00005626354],"category_scores_gemma":[0.00006224183,0.0001772029,0.0001060766,0.001269478,0.0002136353,0.00004200628,0.0002315162,0.0004849905,0.000007625951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002072558,"about_ca_system_score_gemma":0.0001514419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001160064,"about_ca_topic_score_gemma":0.000003201804,"domain_scores_codex":[0.9981147,0.00005070661,0.0003654986,0.0004172843,0.0005117186,0.0005400813],"domain_scores_gemma":[0.9983374,0.0004442583,0.0001807429,0.0006658461,0.0003102316,0.00006152644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008932418,0.00191288,0.7962823,0.0008143835,0.001605249,0.00001411242,0.0001645867,0.0002832501,0.02214194,0.002262853,0.0006264038,0.1729988],"study_design_scores_gemma":[0.04774708,0.1333095,0.2511941,0.002588057,0.003821211,0.00001573282,0.0154601,0.1364698,0.1791514,0.002329697,0.2256426,0.002270756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958474,0.0003365077,0.0001753095,0.0007252907,0.00027271,0.001600771,0.00007466273,0.0003072666,0.0006600691],"genre_scores_gemma":[0.9948063,0.00003057892,0.003576646,0.0003972176,0.0000318075,0.000698048,0.0001370727,0.00006166787,0.0002606145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5450882,"threshold_uncertainty_score":0.7226123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01888723951400549,"score_gpt":0.3027090590726731,"score_spread":0.2838218195586676,"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."}}