{"id":"W3127237422","doi":"10.1007/s00125-021-05396-5","title":"Transforming type 1 diabetes: the next wave of innovation","year":2021,"lang":"en","type":"review","venue":"Diabetologia","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research; Novo Nordisk Fonden; Banting and Best Diabetes Centre, University of Toronto; Novo Nordisk","keywords":"Type 2 diabetes; Insulin; Diabetes mellitus; Type 1 diabetes; Medicine; Insulin delivery; Disease; Intensive care medicine; Human physiology; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002118538,0.001253596,0.00235633,0.002236303,0.0003761413,0.002757128,0.001406388,0.002579195,0.009495359],"category_scores_gemma":[0.002818273,0.0002808574,0.0007840407,0.002570457,0.0009597849,0.003519367,0.001757374,0.004921054,0.003576363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001441845,"about_ca_system_score_gemma":0.003077768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001281536,"about_ca_topic_score_gemma":0.002971636,"domain_scores_codex":[0.9992948,0.0001823728,0.0000680021,0.00007637031,0.0002719124,0.00010649],"domain_scores_gemma":[0.9980836,0.001113363,0.0001716182,0.0000414997,0.0003458218,0.0002440567],"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":[0.0001103472,0.00007036907,0.0001239925,0.01679208,0.000098308,0.0001228763,0.0000662777,0.0002971831,0.0006226039,0.008265501,0.1113212,0.8621094],"study_design_scores_gemma":[0.00004198455,0.00006795872,0.0003250643,0.007209293,0.00009863091,0.000294512,0.00007777882,0.00007645397,0.00006781002,0.004316536,0.9874067,0.00001723933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003197381,0.9962593,0.0001084003,0.00150914,0.001282947,0.000002947062,0.00001624058,0.0000128277,0.0007761568],"genre_scores_gemma":[0.000375674,0.9963966,0.0002066855,0.001393465,0.00103782,0.000005272816,0.0000350711,0.000002899832,0.000546554],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009495359,"threshold_uncertainty_score":0.0317651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1293335148405695,"score_gpt":0.3393340567159852,"score_spread":0.2100005418754157,"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."}}