{"id":"W2560708950","doi":"10.1016/j.jalz.2016.10.007","title":"The Vascular Impairment of Cognition Classification Consensus Study","year":2016,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":235,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"Engineering and Physical Sciences Research Council; Centre hospitalier régional universitaire de Lille; Università degli Studi di Perugia; Huashan Hospital; Medizinische Universität Graz; Assistance publique-Hôpitaux de Paris; Karl-Franzens-Universität Graz; Universiteit Antwerpen; National Heart, Lung, and Blood Institute; Universidade Federal de Minas Gerais; Göteborgs Universitet; National University of Singapore; Universitat de Barcelona; Universidade de Lisboa; Turun Yliopisto; Medizinische Universität Wien; Karolinska Institutet; McMaster University; Fudan University; Lunds Universitet; Universität Wien; York University; Consejo Nacional de Investigaciones Científicas y Técnicas; Universidade de São Paulo; Tel Aviv University; Seoul National University Bundang Hospital; Seoul National University; Sahlgrenska Akademin; British Heart Foundation; Newcastle University; Alzheimer's Society; Aristotle University of Thessaloniki; Universidad de La Laguna; Universidade do Porto; Uniwersytet Jagielloński Collegium Medicum; Beijing University of Chinese Medicine; Helsingin Yliopisto","keywords":"Conceptualization; Terminology; Consensus conference; Cognition; Delphi method; Standardization; Cognitive impairment; Psychology; Medicine; Psychiatry; Political science; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05304128,0.0003596548,0.001226613,0.00472977,0.001272169,0.001582527,0.002444986,0.001157502,0.002295949],"category_scores_gemma":[0.06524249,0.0002265542,0.001165194,0.00362493,0.001047882,0.001140365,0.003397019,0.001403059,0.0004426481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003635099,"about_ca_system_score_gemma":0.01258582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008347446,"about_ca_topic_score_gemma":0.009896469,"domain_scores_codex":[0.967956,0.01704447,0.006035289,0.001495042,0.006345803,0.001123259],"domain_scores_gemma":[0.9485414,0.01268636,0.006807122,0.002034616,0.02651148,0.003419121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001369326,0.0004117268,0.356852,0.0107641,0.001739899,0.0007212928,0.01954591,0.00219735,0.000978695,0.01816317,0.1793074,0.4079491],"study_design_scores_gemma":[0.002068255,0.0009694964,0.6099821,0.02438417,0.001802195,0.002414572,0.03147355,0.005693145,0.002143675,0.03036959,0.2883134,0.0003859339],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.67309,0.02890817,0.07459272,0.0480565,0.005316474,0.02604769,0.02776691,0.0003072546,0.1159143],"genre_scores_gemma":[0.8872677,0.004749097,0.06500369,0.003491005,0.0005397409,0.01638305,0.0186265,0.00008286862,0.003856256],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05304128,"threshold_uncertainty_score":0.2805125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04198709195649378,"score_gpt":0.3254614971683517,"score_spread":0.2834744052118578,"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."}}