{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004645379,0.0005035769,0.0007976852,0.0006916006,0.0004033085,0.001303996,0.0006640178,0.000620065,0.00557983],"category_scores_gemma":[0.01926905,0.0002027295,0.0008673601,0.0003662577,0.0001317135,0.0009020014,0.0008529832,0.0006838474,0.0005429573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006624985,"about_ca_system_score_gemma":0.000942298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008479102,"about_ca_topic_score_gemma":0.001168559,"domain_scores_codex":[0.9973683,0.001467724,0.0003684174,0.0003170775,0.0003691295,0.0001092062],"domain_scores_gemma":[0.990993,0.005550683,0.001324057,0.0002407958,0.0007766898,0.001114747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04801211,0.009672701,0.2199691,0.002161441,0.001349279,0.0002039762,0.0009422789,0.007421928,0.001627932,0.0005221246,0.01477937,0.6933378],"study_design_scores_gemma":[0.03661271,0.09949399,0.5392533,0.002717187,0.003692245,0.001116758,0.002643673,0.2743374,0.008095084,0.004328678,0.02724034,0.0004686434],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802461,0.00145215,0.006115636,0.001848794,0.0001928096,0.002337714,0.003156018,0.000520255,0.004130456],"genre_scores_gemma":[0.9826466,0.0004474257,0.01321332,0.0003716832,0.00009506822,0.001375831,0.001322651,0.00001091396,0.000516317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00557983,"threshold_uncertainty_score":0.02456743,"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."}}