{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008961532,0.0001439693,0.0001875407,0.00008758037,0.000188771,0.00002442891,0.0001248431,0.00004021523,0.0003724497],"category_scores_gemma":[0.00007448543,0.00007730316,0.0001315406,0.0001753895,0.0002165922,0.00005395074,0.00007492647,0.00007680671,0.0001597075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008877862,"about_ca_system_score_gemma":0.0001015446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002196818,"about_ca_topic_score_gemma":0.0000142528,"domain_scores_codex":[0.9980751,0.0002075772,0.0004208396,0.0002835541,0.0006863215,0.0003265658],"domain_scores_gemma":[0.9987127,0.0001827422,0.000145345,0.0004156675,0.0004295849,0.0001139607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008076587,0.003365623,0.4868667,0.00001584356,0.03970936,0.00003295559,0.0002746299,7.990101e-8,0.07341133,0.0006618674,0.004181662,0.3906722],"study_design_scores_gemma":[0.004549506,0.001804893,0.9222901,0.00004961752,0.01946724,0.000009313328,0.001171432,0.00001984328,0.04482971,0.0002353516,0.005442937,0.000130097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800004,0.01092456,0.0003774559,0.002308265,0.0001807869,0.002413798,0.0000111845,0.00005539371,0.00372817],"genre_scores_gemma":[0.9992441,0.0002117011,0.0001210463,0.00007693724,0.00005406842,0.0001964218,0.00001231697,0.00001829234,0.00006511132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4354233,"threshold_uncertainty_score":0.4078063,"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."}}