{"id":"W7117251843","doi":"10.1002/alz70858_099507","title":"Digital Approaches to Early Screening for Dementia","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":"Western University","funders":"","keywords":"Dementia; Cognition; Cognitive impairment; Cognitive model; Cognitive load; Cognitive decline","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":[0.002184818,0.0008917736,0.0003954615,0.002958014,0.0003194642,0.001699377,0.0008148992,0.0007802656,0.003851042],"category_scores_gemma":[0.008889091,0.0002468897,0.0004860137,0.001584902,0.0006940603,0.001257285,0.0009637282,0.0009257941,0.001211875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001038689,"about_ca_system_score_gemma":0.0009481694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006368726,"about_ca_topic_score_gemma":0.006233548,"domain_scores_codex":[0.9986223,0.0006583311,0.00009505537,0.0002321578,0.0003046815,0.00008761606],"domain_scores_gemma":[0.9968077,0.00186083,0.0004139349,0.0002544403,0.0005445772,0.000118612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005112296,0.0006761681,0.1063379,0.0007981132,0.0002083516,0.0003115601,0.0005165001,0.03024468,0.002879882,0.01087865,0.008921399,0.8377156],"study_design_scores_gemma":[0.000215402,0.002884613,0.2293913,0.001838575,0.0006189387,0.003716566,0.001697478,0.4776396,0.02102611,0.13266,0.1279767,0.000334781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4453293,0.0218861,0.4274178,0.01627645,0.0009340583,0.00194533,0.005161512,0.003620303,0.07742909],"genre_scores_gemma":[0.8312859,0.008095494,0.1450312,0.001926617,0.0003089609,0.0005298711,0.001355391,0.00004878062,0.01141779],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006368726,"threshold_uncertainty_score":0.01288307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1034329063139206,"score_gpt":0.3254852855603176,"score_spread":0.222052379246397,"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."}}