{"id":"W4294324930","doi":"10.3389/fnagi.2022.973054","title":"Potential of brain age in identifying early cognitive impairment in subcortical small-vessel disease patients","year":2022,"lang":"en","type":"article","venue":"Frontiers in Aging Neuroscience","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nanjing Medical University; Government of Jiangsu Province; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Cognitive impairment; Disease; Neuroscience; Cognition; Medicine; Psychology; Cardiology; Internal medicine","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":[0.0009433882,0.0005897206,0.0002936762,0.0007526532,0.0001578579,0.0005402402,0.0002434062,0.0004570263,0.001121734],"category_scores_gemma":[0.002205678,0.0001118082,0.0004264858,0.00028442,0.0001811453,0.000375488,0.0002512745,0.0003963996,0.0002416935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001925078,"about_ca_system_score_gemma":0.000233541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001484305,"about_ca_topic_score_gemma":0.002075579,"domain_scores_codex":[0.9997982,0.00008539379,0.00001777363,0.00004319683,0.00003180072,0.00002359576],"domain_scores_gemma":[0.9993281,0.0002619379,0.0001888814,0.00005207497,0.0001042974,0.00006471034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005014013,0.00008776215,0.9811777,0.00002501412,0.00009239875,0.0001157176,0.00005265707,0.001842091,0.001252837,0.00008443788,0.0001816521,0.01458633],"study_design_scores_gemma":[0.00002900748,0.0007093012,0.952764,0.00002782329,0.0001397762,0.0005600486,0.000101427,0.04298533,0.001462925,0.0007818655,0.0004236833,0.00001486902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969504,0.0003836007,0.001879332,0.00006990921,0.00001126334,0.00001784546,0.0001914173,0.00002177638,0.000474436],"genre_scores_gemma":[0.999094,0.00006082048,0.000614201,0.000008839152,0.000007882711,0.000006078247,0.000108383,0.000001312018,0.00009855291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001484305,"threshold_uncertainty_score":0.004989207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903278084985399,"score_gpt":0.2959548390337325,"score_spread":0.2769220581838785,"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."}}