{"id":"W4313255359","doi":"10.1016/j.avsg.2022.11.029","title":"Cognitive Impairment is Common in a Veterans Affairs Population with Peripheral Arterial Disease","year":2022,"lang":"en","type":"article","venue":"Annals of Vascular Surgery","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Montreal Cognitive Assessment; Dementia; Veterans Affairs; Population; Internal medicine; Stroke (engine); Diabetes mellitus; Vascular disease; Cognition; Logistic regression; Physical therapy; Disease; Psychiatry; Endocrinology","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":[0.0005799715,0.0003099361,0.0005171741,0.001717457,0.0009074066,0.00161159,0.0003421809,0.0005598339,0.00197936],"category_scores_gemma":[0.003373081,0.0001977335,0.0004586461,0.00267116,0.0003042296,0.0007114856,0.0005425672,0.0007474533,0.0001797508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005271635,"about_ca_system_score_gemma":0.0007320986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02528491,"about_ca_topic_score_gemma":0.03769338,"domain_scores_codex":[0.9993475,0.0001621448,0.00008403335,0.00008991488,0.0001754525,0.0001409606],"domain_scores_gemma":[0.9981912,0.0002267179,0.0009167943,0.00005494531,0.0003056964,0.0003045752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006698515,0.0001030762,0.9942438,0.00003245839,0.00007875562,0.0003167457,0.0001446166,0.00001860611,0.00009321847,0.00003530166,0.0004018444,0.004464694],"study_design_scores_gemma":[0.000002779257,0.0000433516,0.9985177,0.00001428107,0.00002815771,0.0005877196,0.0004476483,0.00004973671,0.0000139412,0.00004778883,0.000243801,0.000003095226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930715,0.00231633,0.00006915177,0.000618853,0.00004840933,0.00001226662,0.0004285934,0.000009484446,0.003425323],"genre_scores_gemma":[0.9980452,0.000937585,0.00006956801,0.0002191545,0.00009037487,0.000004919671,0.0002547992,0.000001366466,0.0003770295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02528491,"threshold_uncertainty_score":0.0502755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03739206342438214,"score_gpt":0.3254498062327005,"score_spread":0.2880577428083183,"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."}}