{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007732235,0.0001317073,0.0002516751,0.0002134736,0.0003727478,0.00001106721,0.0001077334,0.0001176838,0.00001460278],"category_scores_gemma":[0.0002890412,0.0001243956,0.00002602798,0.0003635796,0.0006756248,0.000359704,0.0003207987,0.0002037739,0.00001656619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003144638,"about_ca_system_score_gemma":0.0000310109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007209288,"about_ca_topic_score_gemma":0.00006169212,"domain_scores_codex":[0.9987023,0.00001647549,0.0006185847,0.0001705132,0.00009200593,0.0004001583],"domain_scores_gemma":[0.9995195,0.00011636,0.0001833283,0.0001356761,0.000008159691,0.0000370278],"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":[0.00008749244,0.0002702627,0.3734446,0.002309308,0.0002249582,0.000002056908,0.01410483,0.00006743571,0.00001227214,0.02933745,0.00220458,0.5779347],"study_design_scores_gemma":[0.01276414,0.001476793,0.07784991,0.001752583,0.00007697418,0.00002994972,0.1770677,0.01509434,0.0002015096,0.1872678,0.5253881,0.001030162],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8528893,0.004387614,0.129013,0.005866885,0.0003219546,0.003173894,0.00003558902,0.0001702181,0.004141515],"genre_scores_gemma":[0.9490443,0.003604545,0.04407748,0.002153235,0.000007675982,0.0004309962,0.00001686397,0.00001073414,0.0006541577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5769046,"threshold_uncertainty_score":0.5072707,"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."}}