{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004580028,0.0003062951,0.0003872536,0.0002217695,0.0004656372,0.0001852881,0.0002176987,0.00009188951,0.0003842415],"category_scores_gemma":[0.0002522244,0.0002010634,0.00005587998,0.0009262201,0.003352425,0.0002593352,0.0005323149,0.0002019449,0.00005979481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008063009,"about_ca_system_score_gemma":0.0001252713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002675708,"about_ca_topic_score_gemma":3.327448e-7,"domain_scores_codex":[0.9978061,0.00005042644,0.0002390062,0.0007025459,0.0004294643,0.0007725114],"domain_scores_gemma":[0.9991263,0.0001232716,0.00004442269,0.0002185651,0.0001342083,0.0003531965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000252448,0.0003071942,0.003883974,0.0001686497,0.0002630811,0.00002772239,0.0001215953,2.883096e-7,0.01866289,0.8613937,0.0001950684,0.1147234],"study_design_scores_gemma":[0.01731315,0.008255783,0.4646492,0.003093775,0.009626719,0.00002487923,0.0007630481,0.07181417,0.1285813,0.2885964,0.005104131,0.002177431],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529748,0.02703941,0.000003911311,0.003451501,0.001188272,0.0005789222,0.000005550576,0.00003809835,0.01471955],"genre_scores_gemma":[0.9898943,0.002816217,0.00008074864,0.0008447256,0.00007949688,0.000008666715,0.000006036095,0.000007432175,0.006262335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5727973,"threshold_uncertainty_score":0.9993599,"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."}}