{"id":"W4407753169","doi":"10.3233/shti250030","title":"Personalized Multi-Domain Digital Platform for Dementia Prevention","year":2025,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Dementia; Psychological intervention; Domain (mathematical analysis); Computer science; Generative grammar; Digital health; Data science; Medicine; Artificial intelligence; Health care; Psychiatry","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":[0.002028455,0.0004561965,0.0003287143,0.001214567,0.0005590567,0.002638262,0.001277716,0.001398216,0.01309503],"category_scores_gemma":[0.005017987,0.0002174287,0.0006676863,0.0008377591,0.0004089543,0.003273373,0.004379656,0.001236949,0.003169834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005407783,"about_ca_system_score_gemma":0.001452654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009380928,"about_ca_topic_score_gemma":0.001042689,"domain_scores_codex":[0.9993593,0.0002632263,0.00005077892,0.0000956236,0.000160883,0.00007022182],"domain_scores_gemma":[0.9975252,0.0008943761,0.0001610156,0.0005608885,0.0003556434,0.0005029007],"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":[0.0007706074,0.001055827,0.008861838,0.0009605362,0.0001691578,0.0006667805,0.0009327736,0.007533046,0.004419969,0.08138857,0.07915045,0.8140904],"study_design_scores_gemma":[0.0003699445,0.0009829425,0.01154376,0.001178847,0.0003701914,0.001452736,0.001020859,0.09762684,0.01013817,0.20238,0.672722,0.0002135461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.09530698,0.008588215,0.6905606,0.0253536,0.002319184,0.001609771,0.005122841,0.02365985,0.147479],"genre_scores_gemma":[0.6065335,0.005381388,0.3487919,0.00435409,0.0008988854,0.0009099411,0.004642547,0.0004028661,0.02808501],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01309503,"threshold_uncertainty_score":0.04380721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04391348331719231,"score_gpt":0.361186307104797,"score_spread":0.3172728237876047,"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."}}