{"id":"W7071708140","doi":"","title":"Support Vector Machine for Stratification of Cognitive Impairment Using 3D T1WI in Patients with Type 2 Diabetes Mellitus","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive impairment; Receiver operating characteristic; Cognition; Type 2 Diabetes Mellitus; Dementia; Risk stratification; Diabetes mellitus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008261242,0.0006183844,0.0005906131,0.002226878,0.0003003648,0.0008393067,0.0004884229,0.0005015279,0.001601204],"category_scores_gemma":[0.002322119,0.000193544,0.0006544542,0.001073408,0.0001675294,0.0005555667,0.0004626164,0.0006889162,0.0003187401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002308947,"about_ca_system_score_gemma":0.0003044411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002256036,"about_ca_topic_score_gemma":0.002429832,"domain_scores_codex":[0.9996781,0.00009938205,0.00006288736,0.0000711528,0.00004754127,0.00004088808],"domain_scores_gemma":[0.9993535,0.000219428,0.0001675518,0.00004982973,0.0001226227,0.00008723218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001290532,0.0001853341,0.978519,0.00003761841,0.0001538645,0.0001260302,0.00005082729,0.0009243126,0.0003355103,0.00004908922,0.0005811735,0.01774658],"study_design_scores_gemma":[0.0001280787,0.000801547,0.9203922,0.00008482768,0.0002968923,0.0005600641,0.0006546642,0.07461831,0.0007573938,0.0005880941,0.001059321,0.00005860642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957412,0.000654932,0.001598823,0.000122721,0.00005212871,0.00004273991,0.001220223,0.00002608767,0.0005411104],"genre_scores_gemma":[0.9966474,0.0002798733,0.001369432,0.00002751898,0.00003844155,0.00005834052,0.001288595,0.000003696611,0.0002866789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002256036,"threshold_uncertainty_score":0.005356491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08967022530349811,"score_gpt":0.4274741692060867,"score_spread":0.3378039439025886,"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."}}