{"id":"W4205682454","doi":"10.1002/alz.052756","title":"Mild behavioral impairment: Prevalence, clinical profile, and prognosis in a memory clinic cohort in Singapore","year":2021,"lang":"en","type":"article","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; Clinical Dementia Rating; Cohort; Memory clinic; Neuropsychology; Cognition; Medicine; Cohort study; Disease; Internal medicine; Psychiatry; Psychology","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":[0.0003327508,0.0002927749,0.000337225,0.0007943878,0.0006508193,0.0006301014,0.0003316028,0.0002984389,0.001433299],"category_scores_gemma":[0.0006921221,0.000266972,0.0002927724,0.0007599432,0.000321737,0.0004390113,0.0006854035,0.0003068589,0.0002990521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004274581,"about_ca_system_score_gemma":0.0004470122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01769808,"about_ca_topic_score_gemma":0.01853501,"domain_scores_codex":[0.9997886,0.00004065481,0.00003594477,0.00005611836,0.00003852447,0.00004019374],"domain_scores_gemma":[0.9995068,0.00002647176,0.0001725781,0.00003428675,0.00008353899,0.000176318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004976989,0.00002476755,0.9987828,0.000005378251,0.00001993753,0.0001630039,0.0001211195,0.00001054433,0.0002480198,0.000003826327,0.00005836625,0.0005125005],"study_design_scores_gemma":[0.000004644322,0.00006728122,0.9991622,0.000002860304,0.00000900984,0.0003052075,0.0002839199,0.00007834611,0.00003344913,0.000007880926,0.00004274861,0.000002417676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997155,0.00002644696,0.00001068529,0.00001569929,0.000001416369,0.000003970876,0.0001256022,0.000001238318,0.00009935004],"genre_scores_gemma":[0.9996636,0.00002738717,0.00001522482,0.00001128939,0.000002415353,0.000004515155,0.0002023279,5.531294e-7,0.00007263778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01769808,"threshold_uncertainty_score":0.03519011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06561848218683704,"score_gpt":0.3937706817432741,"score_spread":0.3281521995564371,"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."}}