{"id":"W4413767126","doi":"10.1007/s40120-025-00815-w","title":"Global Societal Burden of Alzheimer’s Disease by Severity: a Targeted Literature Review","year":2025,"lang":"en","type":"review","venue":"Neurology and Therapy","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVERSANA (Canada)","funders":"","keywords":"Medicine; Neurology; Disease; Alzheimer's disease; Burden of disease; Intensive care medicine; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003604124,0.001601323,0.004430708,0.02035777,0.0004951478,0.002741221,0.001082917,0.001384058,0.004199936],"category_scores_gemma":[0.01219353,0.0008383944,0.005680507,0.01787006,0.0004773372,0.002023159,0.001548788,0.0008151628,0.0004425613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003675944,"about_ca_system_score_gemma":0.007316899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008052959,"about_ca_topic_score_gemma":0.01742601,"domain_scores_codex":[0.9968899,0.0008460957,0.001089922,0.000286265,0.0007280888,0.0001597839],"domain_scores_gemma":[0.9920894,0.005110175,0.001475885,0.00008820929,0.001122828,0.0001135548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001458883,0.00002781619,0.001603163,0.82651,0.00584982,0.0002870898,0.0004050543,0.000358913,0.000284227,0.0009790806,0.00666186,0.1568872],"study_design_scores_gemma":[0.00007420446,0.0001916729,0.0106579,0.8817422,0.03303226,0.001470563,0.000763617,0.0001917426,0.0002035782,0.001012081,0.07060128,0.00005885342],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000767721,0.9980772,0.00007242139,0.0003173083,0.00007158912,0.00006098789,0.0003030715,0.000004362681,0.0003252332],"genre_scores_gemma":[0.003784137,0.9955675,0.0001859229,0.0001782116,0.00004515931,0.00005630698,0.0001258527,0.000001840546,0.0000551079],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02035777,"threshold_uncertainty_score":0.02667093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02273765010592813,"score_gpt":0.3707519454406459,"score_spread":0.3480142953347178,"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."}}