{"id":"W4206166152","doi":"10.1016/j.cccb.2022.100041","title":"Neuropsychiatric symptoms as a sign of small vessel disease progression in cognitive impairment","year":2022,"lang":"en","type":"article","venue":"Cerebral Circulation - Cognition and Behavior","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research; Linda C. Campbell Foundation; Fondation Leducq; Chief Scientist Office; Scottish Funding Council; Alzheimer’s Research UK; W. Garfield Weston Foundation; Sunnybrook Research Institute; Alzheimer Society; Alzheimer's Association; Canadian Vascular Network; UK Dementia Research Institute; Heart and Stroke Foundation of Canada","keywords":"Medicine; Dementia; Atrophy; Internal medicine; Population; Vascular dementia; Hyperintensity; Cardiology; Brain size; Disease; Magnetic resonance imaging; Radiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000235828,0.0001613878,0.0002148893,0.0004545162,0.0001816508,0.0000264204,0.00004862069,0.00003904962,0.002266502],"category_scores_gemma":[0.00005314654,0.0001598731,0.00009920764,0.000548668,0.00009338264,0.0001142862,0.00009643412,0.0002507194,0.00001249361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005255178,"about_ca_system_score_gemma":0.0001864775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001668193,"about_ca_topic_score_gemma":0.000001907908,"domain_scores_codex":[0.9982109,0.0002124118,0.0003631364,0.0003816012,0.0005736243,0.000258345],"domain_scores_gemma":[0.9992559,0.00004869783,0.0001392822,0.0001047635,0.000209037,0.0002423018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001173463,0.003284414,0.9416528,0.0001436654,0.00002321174,0.0001397809,0.0001814204,0.000002800474,0.002364133,0.00008277447,0.0000162715,0.05093529],"study_design_scores_gemma":[0.006093543,0.001351349,0.9900277,0.000150874,0.0005160139,0.00007410079,0.0005603575,0.0003416166,0.0004319718,0.000258255,0.00002966091,0.0001645765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962311,0.0001716803,0.00007975334,0.0002247644,0.00008839324,0.002147344,0.00007501797,0.00004356165,0.0009383581],"genre_scores_gemma":[0.9980618,0.0000170494,0.00003728251,0.0003040068,0.00003654314,0.000757048,0.0005632628,0.00002221708,0.0002007682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05077071,"threshold_uncertainty_score":0.9986455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02578357326015848,"score_gpt":0.3267654107448952,"score_spread":0.3009818374847367,"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."}}