{"id":"W3118734193","doi":"10.1002/brb3.2027","title":"Brain network construction and analysis for patients with mild cognitive impairment and Alzheimer's disease based on a highly‐available nodes approach","year":2021,"lang":"en","type":"article","venue":"Brain and Behavior","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; National Institutes of Health; First Affiliated Hospital of Zhengzhou University; Genentech; IXICO; H. Lundbeck A/S; Servier; Zhengzhou University; Eisai; Northern California Institute for Research and Education; Pfizer; Biogen; BioClinica; F. Hoffmann-La Roche; University of Southern California; Eli Lilly and Company; U.S. Department of Defense; Meso Scale Diagnostics; Alzheimer's Disease Neuroimaging Initiative; Novartis Pharmaceuticals Corporation; Bristol-Myers Squibb; Alzheimer's Association; Foundation for the National Institutes of Health","keywords":"Neuroimaging; Cognitive impairment; Computer science; Support vector machine; Resting state fMRI; Cognition; Alzheimer's Disease Neuroimaging Initiative; Functional magnetic resonance imaging; Alzheimer's disease; Disease; Node (physics); Graph theory; Artificial intelligence; Neuroscience; Medicine; Psychology; Pathology; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0006155737,0.0005538701,0.00030811,0.002644848,0.0003642824,0.0004456492,0.0004132649,0.0003964083,0.001292451],"category_scores_gemma":[0.002437826,0.0001750069,0.0006275098,0.0009685474,0.0002476793,0.0006271615,0.0004910644,0.0002743338,0.0002530106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003782562,"about_ca_system_score_gemma":0.0004266534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003852273,"about_ca_topic_score_gemma":0.00671442,"domain_scores_codex":[0.9997242,0.0001012916,0.0000192815,0.00008793369,0.00004045256,0.00002685591],"domain_scores_gemma":[0.9994085,0.0002649357,0.0001234102,0.00006117119,0.00009698826,0.00004499894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001160434,0.0002748226,0.3394406,0.0004314521,0.000759087,0.001780388,0.001378524,0.166834,0.0282276,0.01036911,0.005591209,0.4437528],"study_design_scores_gemma":[0.00004864706,0.0002534827,0.1081452,0.00005857506,0.0003369302,0.001386371,0.0004963643,0.8564543,0.006911802,0.02294234,0.00291391,0.00005218032],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5975288,0.0005225567,0.3975266,0.0004387594,0.00003181697,0.000213853,0.001480797,0.0004884889,0.001768245],"genre_scores_gemma":[0.9029902,0.0002697556,0.09426978,0.00002862511,0.00003809339,0.0001392131,0.001396341,0.00004005366,0.0008280492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003852273,"threshold_uncertainty_score":0.007659733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03127701912175906,"score_gpt":0.2526218996685127,"score_spread":0.2213448805467536,"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."}}