{"id":"W3015536754","doi":"10.1159/000506924","title":"Cognitive Impairment Correlates Linearly with Mean Flow Velocity by Transcranial Doppler below a Definable Threshold","year":2020,"lang":"en","type":"article","venue":"Cerebrovascular Diseases Extra","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Transcranial Doppler; Cardiology; Montreal Cognitive Assessment; Asymptomatic; Internal medicine; Cognition; Stenosis; Cognitive decline; Cerebral blood flow; Stroke (engine); Internal carotid artery; Neuropsychology; Middle cerebral artery; Cognitive impairment; Ischemia; Psychiatry; Dementia","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001242481,0.0007307171,0.0009764531,0.0000983417,0.0003181798,0.0001590108,0.0002727575,0.0001854365,0.001987945],"category_scores_gemma":[0.00006555199,0.0006058337,0.001310848,0.000562705,0.0003515842,0.0003534143,0.00007577804,0.0004590376,0.0002545061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135402,"about_ca_system_score_gemma":0.0004699934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007260947,"about_ca_topic_score_gemma":0.00002041661,"domain_scores_codex":[0.9960656,0.0001204437,0.000522745,0.001196689,0.001210913,0.0008835646],"domain_scores_gemma":[0.9972166,0.00007019567,0.0001146036,0.0006238793,0.0003146739,0.001660075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009418175,0.01066641,0.8851628,0.003782301,0.01381465,0.0007382553,0.007549468,0.0009865869,0.001659497,0.0002436667,0.04190104,0.02407717],"study_design_scores_gemma":[0.1154018,0.01436624,0.7454965,0.003070377,0.04001718,0.001492928,0.01051824,0.03637741,0.008772948,0.0002909933,0.01703097,0.007164412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806972,0.006514424,0.005607601,0.001264003,0.0001355512,0.002838367,0.001152242,0.0006519889,0.001138645],"genre_scores_gemma":[0.9936401,0.0003976775,0.0004018593,0.002872481,0.0004214252,0.0002609673,0.001682307,0.0001635638,0.0001596266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1396663,"threshold_uncertainty_score":0.9996393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034616713202051,"score_gpt":0.2142091473790401,"score_spread":0.2038629802470196,"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."}}