{"id":"W4411327509","doi":"10.3390/diagnostics15121519","title":"Non-Invasive Screening for Early Cognitive Impairment in Elderly Hyperuricaemic Men Using Transcranial Colour-Coded Duplex Sonography","year":2025,"lang":"en","type":"article","venue":"Diagnostics","topic":"Heart Rate Variability and Autonomic Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive impairment; Medicine; Cognition; Transcranial Doppler; Psychology; Audiology; Radiology; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003980654,0.0002272197,0.0005488017,0.0003139281,0.0001341048,0.00003916331,0.00008662085,0.0001921902,0.00002442621],"category_scores_gemma":[0.000770569,0.0002328516,0.0002259155,0.0004287684,0.0001020279,0.00007993202,0.00002526484,0.0002808698,0.000004864415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001332607,"about_ca_system_score_gemma":0.0005571916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003811785,"about_ca_topic_score_gemma":0.00009376041,"domain_scores_codex":[0.9984455,0.00005837277,0.0004968123,0.0003872991,0.0001330218,0.0004790156],"domain_scores_gemma":[0.9970071,0.002425523,0.00007254691,0.0001769541,0.0001836758,0.0001341451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003946337,0.003553998,0.8568282,0.00130784,0.001513945,0.0003284614,0.01089096,0.001867865,0.07269476,0.0006798072,0.001355518,0.04503234],"study_design_scores_gemma":[0.03652377,0.003243334,0.837101,0.003308032,0.001746528,0.00001531734,0.003257868,0.09652122,0.01543201,0.0007877412,0.001276471,0.0007866499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648468,0.0001666968,0.03031461,0.001320902,0.0001492444,0.002767202,0.0001510669,0.00004625774,0.0002371618],"genre_scores_gemma":[0.9951056,0.0000905955,0.003523078,0.0007922379,0.0001228712,0.0002366928,0.0000523046,0.00002393111,0.00005267813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09465335,"threshold_uncertainty_score":0.9495412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202775758052742,"score_gpt":0.2951535824366275,"score_spread":0.2731258248561,"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."}}