{"id":"W4406024220","doi":"10.1002/alz.089506","title":"Neuropsychiatric and behavioral markers of dementia risk","year":2024,"lang":"en","type":"review","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Dementia; Disease; Biomarker; Medicine; Cognitive decline; Cognition; Lumbar puncture; Cognitive impairment; Psychiatry; Psychology; Internal medicine; Cerebrospinal fluid","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":[0.001359992,0.0007501653,0.0006756175,0.003105155,0.0004817186,0.001495558,0.0005807555,0.0007585309,0.003376882],"category_scores_gemma":[0.004462953,0.0002040066,0.0007227296,0.001963252,0.0003279224,0.0008316974,0.000786482,0.001382608,0.001117199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00060145,"about_ca_system_score_gemma":0.0006098203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006138014,"about_ca_topic_score_gemma":0.00589125,"domain_scores_codex":[0.9989057,0.0003008045,0.0001620116,0.0001839823,0.0003636296,0.00008382118],"domain_scores_gemma":[0.9977757,0.0002870839,0.0009929765,0.0001423013,0.0005285234,0.0002734185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003222769,0.0002587195,0.9355576,0.0003076123,0.0004803367,0.000276413,0.0001457443,0.0003426189,0.000716835,0.001113971,0.004060749,0.05641715],"study_design_scores_gemma":[0.00001300041,0.0002390622,0.9867077,0.0002381454,0.0001771552,0.001635114,0.0001450912,0.0005367938,0.0002754953,0.002311446,0.007680218,0.00004073236],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7966942,0.08547919,0.008456954,0.005929737,0.0007893615,0.0005962829,0.02223386,0.0004696428,0.07935078],"genre_scores_gemma":[0.9584444,0.01722165,0.00809998,0.001158901,0.0005878236,0.0002732661,0.007469512,0.00001913484,0.006725261],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006138014,"threshold_uncertainty_score":0.01220459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05227047373257569,"score_gpt":0.3809065208666246,"score_spread":0.3286360471340489,"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."}}