{"id":"W4415469758","doi":"10.54254/2753-8818/2025.au27989","title":"Type 1 Diabetes and Its Potential Treatments (GDF 15)","year":2025,"lang":"","type":"article","venue":"Theoretical and Natural Science","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health","funders":"","keywords":"Type 1 diabetes; Disease; Genetic predisposition; Diabetes mellitus; Diabetic ketoacidosis; Autoimmune disease; Insulin; Type 2 diabetes","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":[0.0005414614,0.0003499985,0.0003563456,0.0006302158,0.0002634271,0.0007157674,0.0003328764,0.001063819,0.008786295],"category_scores_gemma":[0.0007919503,0.00007643864,0.0004843511,0.0003774857,0.0003150309,0.0005059205,0.0006475581,0.001509575,0.002151743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005959597,"about_ca_system_score_gemma":0.000777323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001253583,"about_ca_topic_score_gemma":0.003167507,"domain_scores_codex":[0.9998241,0.00005429943,0.00001682803,0.000017559,0.00005714684,0.00003014608],"domain_scores_gemma":[0.9997882,0.00004555054,0.00004546804,0.00001050675,0.000053449,0.00005696392],"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":[0.0003238053,0.0002424584,0.001293239,0.001820591,0.00006799793,0.0004177605,0.00007052429,0.0001476988,0.001869543,0.01340025,0.09395235,0.8863937],"study_design_scores_gemma":[0.0001066721,0.0003129588,0.002739208,0.002269348,0.0000733765,0.00185493,0.00006756639,0.0001133504,0.0007835669,0.007361849,0.9843013,0.00001587275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006644962,0.9041287,0.001946819,0.0462599,0.00681894,0.00007332086,0.0003476641,0.0001179325,0.03366182],"genre_scores_gemma":[0.06356746,0.8399603,0.01046545,0.03587708,0.008127326,0.0001793797,0.0008734412,0.00003936536,0.04091027],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008786295,"threshold_uncertainty_score":0.02939308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003664667377094281,"score_gpt":0.2505066675599664,"score_spread":0.2468420001828721,"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."}}