{"id":"W2962854462","doi":"10.3389/fnagi.2019.00176","title":"Neuropsychiatric Symptoms as Predictors of Clinical Course in Neurodegeneration. A Longitudinal Study","year":2019,"lang":"en","type":"article","venue":"Frontiers in Aging Neuroscience","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Cognitive decline; Montreal Cognitive Assessment; Depression (economics); Psychopathology; Psychology; Disease; Pittsburgh Sleep Quality Index; Clinical psychology; Alzheimer's disease; Neurodegeneration; Psychiatry; Medicine; Dementia; Internal medicine; Cognitive impairment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001156229,0.0001420708,0.0003978437,0.0005138149,0.00003795113,0.0000314878,0.000284208,0.00003763212,0.00002203963],"category_scores_gemma":[0.0004189255,0.0001288356,0.00007796823,0.001419286,0.0001953062,0.0001986725,0.0001159584,0.0004359088,0.00001094739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002662801,"about_ca_system_score_gemma":0.0003084479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004033432,"about_ca_topic_score_gemma":0.000007465137,"domain_scores_codex":[0.9971922,0.0003206528,0.0006309855,0.0006797069,0.0007890947,0.0003873349],"domain_scores_gemma":[0.9992267,0.00006549878,0.0001301146,0.0003581222,0.00007788333,0.0001416415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001461786,0.001611351,0.9956189,0.00002786751,0.000005254794,0.0001565024,0.000109818,0.00009223285,0.0004576301,0.000009673909,0.0003342912,0.001430287],"study_design_scores_gemma":[0.002689,0.002291918,0.9896985,0.00004495269,0.0000281113,0.00001658567,0.0002094267,0.004714112,0.00008629948,0.00001616605,0.000113161,0.00009178324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994181,0.00007976631,0.0003326501,0.0002498061,0.003208024,0.001072608,0.000001875169,0.0000234372,0.0008508638],"genre_scores_gemma":[0.9984363,0.0000504167,0.0001817307,0.0003669411,0.00006652699,0.0000204189,0.000001430628,0.00001466091,0.0008615236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005920429,"threshold_uncertainty_score":0.5253762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02850553436926627,"score_gpt":0.3683851623860621,"score_spread":0.3398796280167958,"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."}}