{"id":"W7074054805","doi":"","title":"Grey-Matter Structure Markers of Alzheimer's Disease, Alzheimer's Conversion, Functioning and Cognition: A Meta-Analysis Across 11 Cohorts","year":2025,"lang":"en","type":"article","venue":"UCL Discovery (University College London)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council; Canadian Institutes of Health Research; Horizon 2020 Framework Programme; Université de Genève; U.S. Department of Defense; Ministère de l'Enseignement supérieur, de la Recherche et de l'Innovation; Université de Bordeaux; Ministero della Salute; National Science Foundation; Dementia Collaborative Research Centres, Australia; Fondazione Cariplo; University of Melbourne; Institut National de la Santé et de la Recherche Médicale; National Institutes of Health; Swansea University; European Federation of Pharmaceutical Industries and Associations; Neuroscience Research Australia; Northern California Institute for Research and Education; Commonwealth Scientific and Industrial Research Organisation; National Institute for Health and Care Research; Agence Nationale de la Recherche; University of Southern California; University College London Hospitals NHS Foundation Trust; European Commission; Alzheimer's Disease Neuroimaging Initiative; University of Queensland","keywords":"Cognition; Biobank; Atrophy; Disease; Amygdala; Temporal lobe; Alzheimer's disease; Effects of sleep deprivation on cognitive performance; Region of interest","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":[0.01269161,0.002329432,0.006078441,0.002387418,0.0008490692,0.002591648,0.001499409,0.001520167,0.002005766],"category_scores_gemma":[0.01139866,0.001161079,0.03035257,0.003307299,0.0006390443,0.0008488213,0.001455332,0.001752091,0.0001969394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009908708,"about_ca_system_score_gemma":0.001162363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009666655,"about_ca_topic_score_gemma":0.01605026,"domain_scores_codex":[0.9940347,0.003315588,0.0007068925,0.001277215,0.0003893037,0.0002764045],"domain_scores_gemma":[0.9907063,0.005990089,0.001193144,0.001315837,0.000532397,0.0002622601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.008203083,0.00003751793,0.09121478,0.006968605,0.8846427,0.0001819789,0.00007571584,0.001263533,0.0008634899,0.0001383466,0.0005091227,0.005901198],"study_design_scores_gemma":[0.001019143,0.0004122835,0.07095747,0.0006197498,0.9243599,0.0001414786,0.0000549558,0.001012385,0.000245423,0.0003274029,0.0008270556,0.00002273829],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4487731,0.536186,0.008365639,0.0008777437,0.0004947485,0.0002895696,0.003669909,0.0003058682,0.001037416],"genre_scores_gemma":[0.9710885,0.02396573,0.002520236,0.0002686651,0.0001205822,0.0002356591,0.001313976,0.00006417246,0.0004225815],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01269161,"threshold_uncertainty_score":0.06712049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009806398850753847,"score_gpt":0.2351191821030745,"score_spread":0.2253127832523207,"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."}}