{"id":"W3112455821","doi":"10.1186/s40035-020-00225-y","title":"Neuropsychiatric symptoms are early indicators of an upcoming metabolic decline in Alzheimer’s disease","year":2021,"lang":"en","type":"article","venue":"Translational Neurodegeneration","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"National Institute on Aging; National Medical Research Council; Medical Research Council; Fleni; Deutsches Zentrum für Neurodegenerative Erkrankungen; Korea Health Industry Development Institute; Japan Agency for Medical Research and Development","keywords":"Neurology; Disease; Medicine; Alzheimer's disease; Neuropsychiatry; Neuroscience; Psychiatry; Psychology; Internal medicine","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":[0.001096321,0.0006351861,0.0003979647,0.0006549896,0.0003224651,0.000566671,0.0003390093,0.0003548292,0.0009880366],"category_scores_gemma":[0.002368631,0.0002331125,0.0006990613,0.0005249122,0.0002231794,0.0003407758,0.0004712658,0.0004644117,0.00009524901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002313015,"about_ca_system_score_gemma":0.000233119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002376993,"about_ca_topic_score_gemma":0.00380668,"domain_scores_codex":[0.999526,0.0002205912,0.00005271604,0.0001027958,0.00005516185,0.00004278057],"domain_scores_gemma":[0.9986003,0.0003864853,0.0006543738,0.0001104572,0.0001016309,0.0001467722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004666002,0.00004766271,0.9970295,0.0000146459,0.000129533,0.000110732,0.00003747049,0.00008487727,0.0003514624,0.00001527082,0.00002878611,0.001683463],"study_design_scores_gemma":[0.00000377941,0.000102816,0.9992127,0.000003994072,0.00005329855,0.0001938946,0.00003723224,0.0002544481,0.00006235167,0.00004012866,0.00003328386,0.000001988944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990984,0.0003702275,0.000157148,0.00002191948,0.000004156328,0.000005447844,0.0001213129,0.00000302954,0.0002182697],"genre_scores_gemma":[0.9995527,0.0000862918,0.0001440683,0.000007272346,0.000005865257,0.000004565271,0.0001313385,9.243695e-7,0.00006706353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002376993,"threshold_uncertainty_score":0.005797982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080781682083884,"score_gpt":0.3073539746202272,"score_spread":0.2865461577993884,"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."}}