{"id":"W4391480090","doi":"10.1017/s104161022300426x","title":"P171: Identifying pre-agitation biometric signature in dementia patients: A feasibility study","year":2023,"lang":"en","type":"article","venue":"International Psychogeriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Actigraphy; Dementia; Medicine; Heart rate variability; Arousal; Neurocognitive; Physical medicine and rehabilitation; Heart rate; Physical therapy; Disease; Psychology; Psychiatry; Cognition; Internal medicine; Blood pressure; Circadian rhythm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009567784,0.0001553118,0.0001829774,0.002385272,0.00006064608,0.0001131155,0.0002326814,0.00007938882,0.0003861167],"category_scores_gemma":[0.0009086427,0.0001495016,0.0001020871,0.004028628,0.00002567382,0.0002845417,0.0001175353,0.0002565881,0.0002523827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002203757,"about_ca_system_score_gemma":0.00006235053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004376621,"about_ca_topic_score_gemma":0.00002598124,"domain_scores_codex":[0.9973125,0.0001046432,0.0004864135,0.0005214507,0.001262139,0.0003128577],"domain_scores_gemma":[0.9986011,0.0001252337,0.000121122,0.0002174407,0.0008301225,0.0001049167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004932054,0.002807414,0.9845154,0.00004021707,0.0001807397,0.00005930867,0.0003629936,0.000006664265,0.0005502734,0.00002016545,0.002797004,0.008166643],"study_design_scores_gemma":[0.005043403,0.0005797457,0.9922243,0.00003245742,0.00006198091,0.000002186629,0.0006454135,0.0002169305,0.00009572891,0.0004869959,0.0004845315,0.0001263435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993741,0.0000782546,0.0003962414,0.0005462367,0.0011858,0.001564322,0.00003799006,0.0001009261,0.002349201],"genre_scores_gemma":[0.9982048,0.00006744725,0.0001310508,0.0001780886,0.0001439595,0.000122624,0.0003821804,0.00002186752,0.0007480433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008040299,"threshold_uncertainty_score":0.6096497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04030134304612038,"score_gpt":0.4074097876784891,"score_spread":0.3671084446323687,"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."}}