{"id":"W7116919027","doi":"10.1002/alz70860_102915","title":"Pandemic trends in dementia surveillance: Insights from the CCDSS, 2015 to 2023","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Pandemic; Dementia; Incidence (geometry); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004423163,0.0002889982,0.0003191339,0.003107299,0.0008100353,0.001592388,0.0009572619,0.000421647,0.0008315337],"category_scores_gemma":[0.01185133,0.0001784335,0.0006241359,0.006207937,0.0003690073,0.0006945676,0.00129579,0.0008358633,0.0001437998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01822972,"about_ca_system_score_gemma":0.02922748,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9309329,"about_ca_topic_score_gemma":0.9437866,"domain_scores_codex":[0.9978306,0.0003162769,0.0003273901,0.0002211085,0.0008614819,0.000443232],"domain_scores_gemma":[0.9903436,0.0007775774,0.001745604,0.0003424534,0.005961501,0.0008294005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000101518,0.00003058688,0.9457721,0.0002433333,0.0001339287,0.00007882124,0.0009621803,0.001058248,0.0001308619,0.0009540632,0.01889005,0.0316443],"study_design_scores_gemma":[0.000007915651,0.00002396535,0.9852208,0.0002561157,0.00003646861,0.00007825986,0.00122916,0.001486973,0.0001036389,0.0001846641,0.0113559,0.00001623006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7662045,0.01676673,0.002982459,0.01982153,0.0003464248,0.0004764682,0.167394,0.0002782962,0.02572955],"genre_scores_gemma":[0.9455501,0.004138815,0.002952934,0.001722364,0.0001054664,0.000120574,0.04465363,0.00002375575,0.0007321693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9309329,"threshold_uncertainty_score":0.1389477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02891407227387089,"score_gpt":0.3405933104683044,"score_spread":0.3116792381944335,"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."}}