{"id":"W4407401538","doi":"10.1093/brain/awaf061","title":"Behavioural changes in frontotemporal dementia and their cognitive and neuroanatomical correlates","year":2025,"lang":"en","type":"article","venue":"Brain","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Institute for Health and Care Research; UK Research and Innovation; Medical Research Council Canada; Department of Health and Social Care; NIHR Cambridge Biomedical Research Centre; Wellcome Trust","keywords":"Frontotemporal dementia; Dementia; Cognition; Neuroscience; Psychology; Frontotemporal lobar degeneration; Cognitive psychology; Medicine; Disease; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002150165,0.0001061432,0.0001738997,0.000175017,0.00004452054,0.0000292668,0.00002813178,0.0000539715,0.00008288873],"category_scores_gemma":[0.000128536,0.00008522526,0.00002016115,0.0001230251,0.0001355121,0.00004738702,0.00009640014,0.000172913,0.00000306871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001387042,"about_ca_system_score_gemma":0.00004086779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001013225,"about_ca_topic_score_gemma":0.0003197812,"domain_scores_codex":[0.9992836,0.00007651827,0.000111531,0.0002270209,0.00008749352,0.0002138878],"domain_scores_gemma":[0.999647,0.0001617468,0.00001792388,0.00005323895,0.00003934621,0.00008077217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001890199,0.0001006048,0.9607092,0.00003230929,0.00005563492,0.00005261637,0.0002415337,3.714369e-9,0.0009022538,0.0001240195,0.0005414462,0.0370514],"study_design_scores_gemma":[0.002915141,0.0002475318,0.9930471,0.000165909,0.00006040994,0.00001963313,0.00106981,0.000304393,0.001429362,0.0003193936,0.000349026,0.00007224877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894142,0.001382835,0.00006354912,0.006775423,0.00003982274,0.0004409941,0.00001120739,0.00001947096,0.001852456],"genre_scores_gemma":[0.9971659,0.00008372761,0.00002127196,0.001538368,0.00001326071,0.00003604576,0.00002578303,0.000007230616,0.001108471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03697915,"threshold_uncertainty_score":0.3475385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01629349409586943,"score_gpt":0.3003080766896817,"score_spread":0.2840145825938122,"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."}}