{"id":"W4409828276","doi":"10.1002/alz.70082","title":"Developing digital health technologies for frontotemporal degeneration","year":2025,"lang":"en","type":"review","venue":"Alzheimer s & Dementia","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; McGill University; Douglas Mental Health University Institute","funders":"National Institute on Aging; National Institutes of Health; Rainwater Charitable Foundation; Gates Ventures; Association for Frontotemporal Degeneration; Alzheimer's Drug Discovery Foundation; American Heart Association; U.S. Department of Defense","keywords":"Disease; Computer science; Frontotemporal dementia; Data science; Medicine; Neuroscience; Psychology; Pathology; Dementia","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":[0.00112193,0.0008246279,0.0009316072,0.002635281,0.0003413627,0.00122247,0.0008592481,0.00166921,0.006339282],"category_scores_gemma":[0.001595551,0.0003098897,0.0008182049,0.00178799,0.0004196489,0.001890694,0.001068116,0.002076716,0.003320354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007127101,"about_ca_system_score_gemma":0.001608776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001726651,"about_ca_topic_score_gemma":0.002437786,"domain_scores_codex":[0.999607,0.00008415125,0.00005446245,0.00004493562,0.000172151,0.00003725827],"domain_scores_gemma":[0.9992719,0.0004102652,0.00007865921,0.00002157551,0.0001758622,0.00004184193],"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":[0.00003095104,0.00006456727,0.00009358188,0.01943082,0.00005730559,0.0001499782,0.00009794033,0.0002511501,0.001556647,0.007500296,0.02181943,0.9489473],"study_design_scores_gemma":[0.00001667354,0.00007299245,0.000386537,0.009779694,0.0000829727,0.0005730038,0.00006798234,0.00008689,0.0006545344,0.002650847,0.985613,0.00001474933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002111242,0.9946371,0.0004805974,0.0004990026,0.0002596453,0.0000327452,0.00003975205,0.00002728527,0.003812724],"genre_scores_gemma":[0.001111858,0.9956598,0.001031516,0.000492586,0.0001158741,0.00003011086,0.00006736803,0.000005353096,0.001485558],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006339282,"threshold_uncertainty_score":0.02120703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08089884840263988,"score_gpt":0.3668682060557951,"score_spread":0.2859693576531552,"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."}}