{"id":"W4390193634","doi":"10.1002/alz.080460","title":"Grumpy old men: agitation, aggression, and impulsivity in older adults and risk of incident dementia","year":2023,"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; Impulsivity; Irritability; Psychology; Psychiatry; Impulse (physics); Aggression; Clinical psychology; Medicine; Cognition; Internal medicine; Disease","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":[0.0006068754,0.0003640037,0.0003423018,0.001063157,0.0006032084,0.000827547,0.000369207,0.0005731589,0.001297396],"category_scores_gemma":[0.001732851,0.000319481,0.0004187991,0.0008563505,0.000248752,0.0003996443,0.0005524586,0.0008881646,0.0002150913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002687407,"about_ca_system_score_gemma":0.0002635952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01107454,"about_ca_topic_score_gemma":0.01540317,"domain_scores_codex":[0.9998249,0.00003779124,0.00002207785,0.00003801064,0.00004214326,0.00003509775],"domain_scores_gemma":[0.9991991,0.00005794258,0.0004298844,0.00003920075,0.00006144073,0.0002124487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001218358,0.00004610728,0.99829,0.000009602652,0.00004392201,0.00006623258,0.00009093242,0.00001711727,0.00004638854,0.00001850659,0.0001193466,0.001129984],"study_design_scores_gemma":[0.000005406581,0.00007441182,0.9994603,0.000009669649,0.00002759417,0.0001200325,0.0001040232,0.00007002374,0.00001314358,0.00002691257,0.00008641056,0.00000213223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997532,0.001145337,0.00003642813,0.0001084119,0.00001988195,0.00001414427,0.0002989402,0.000005521962,0.0008392481],"genre_scores_gemma":[0.9989368,0.0003910577,0.00006261036,0.00004167743,0.00002978432,0.000009340796,0.0002032571,0.000001390264,0.0003240548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01107454,"threshold_uncertainty_score":0.02202016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01284847737408607,"score_gpt":0.2990951278290119,"score_spread":0.2862466504549259,"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."}}