{"id":"W4390489371","doi":"10.4084/mjhid.2024.005","title":"CAN WE PREDICT INCIPIENT DIABETES MELLITUS IN PATIENTS WITH TRANSFUSION DEPENDENT β-THALASSEMIA (β-TDT) REFERRED WITH A HISTORY OF PREDIABETES?","year":2024,"lang":"en","type":"article","venue":"Mediterranean Journal of Hematology and Infectious Diseases","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"","keywords":"Prediabetes; Medicine; Internal medicine; Glycemic; Diabetes mellitus; Insulin resistance; Gastroenterology; Outpatient clinic; Endocrinology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001652579,0.0002341792,0.0006902301,0.0004992596,0.00003497081,0.000009035774,0.000065645,0.0001616507,0.00006542086],"category_scores_gemma":[0.00007098303,0.0001437651,0.00009965603,0.0001981018,0.0003238448,0.0001518227,0.00001616178,0.000459135,5.442402e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002134332,"about_ca_system_score_gemma":0.0004664151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001457734,"about_ca_topic_score_gemma":0.0000473243,"domain_scores_codex":[0.9983887,0.0001087325,0.0005897335,0.0002358006,0.0003928125,0.0002842081],"domain_scores_gemma":[0.9990615,0.00013368,0.000217738,0.0001423087,0.0001661408,0.0002786253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001307748,0.0009694144,0.9863961,0.001720792,0.0005011396,0.0005102435,0.002071772,0.0000389258,0.00007115649,0.00003123047,0.0008861605,0.005495329],"study_design_scores_gemma":[0.03434278,0.03060414,0.9013777,0.01837798,0.004691086,0.002486798,0.001264304,0.001257654,0.001009294,0.0006679993,0.003034204,0.0008860431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590544,0.03931981,0.00002003528,0.0003903315,0.0005747495,0.0003550849,0.00002800925,0.00003223815,0.0002253758],"genre_scores_gemma":[0.9974665,0.002296788,0.00001579172,0.00006964923,0.00005893857,0.00001297442,0.00002348882,0.0000256112,0.00003025019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08501837,"threshold_uncertainty_score":0.5862572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005294548843570357,"score_gpt":0.2010739534793436,"score_spread":0.1957794046357732,"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."}}