{"id":"W7132984901","doi":"","title":"Factors Affecting Polypharmacy in Patients with Dementia and Agitation","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polypharmacy; Dementia; Geriatrics; Psychomotor agitation; Quality of life (healthcare); Randomized controlled trial; Medical record; Clinical trial","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008615132,0.0002101975,0.0004637475,0.0008636893,0.0004636379,0.0006175819,0.0001708001,0.000391663,0.002200246],"category_scores_gemma":[0.005137023,0.0001293716,0.0005462689,0.001193341,0.0001822983,0.0003206417,0.0003758742,0.0004974109,0.0001723213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004827556,"about_ca_system_score_gemma":0.0006554293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003090053,"about_ca_topic_score_gemma":0.006993072,"domain_scores_codex":[0.9993444,0.000217576,0.0001405692,0.00006912583,0.0001528143,0.00007547],"domain_scores_gemma":[0.99713,0.0006365331,0.001665518,0.00005942652,0.0001952237,0.0003133644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000217916,0.00008794019,0.9955337,0.00004326774,0.00007193086,0.00004770758,0.00004562342,0.00001858743,0.00004010135,0.000008762019,0.0001010847,0.003783397],"study_design_scores_gemma":[0.00002341074,0.0001468486,0.9993237,0.00001983856,0.0000394565,0.0001677512,0.00006521801,0.00005991142,0.00001501647,0.00002802339,0.0001083579,0.000002420069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974833,0.00119047,0.0000526924,0.0001501383,0.000008271535,0.00003456888,0.0002450271,0.000002543582,0.0008329317],"genre_scores_gemma":[0.9990774,0.0003270233,0.0001346681,0.00008220662,0.00001983739,0.00002299607,0.0002292444,5.61915e-7,0.000105879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003090053,"threshold_uncertainty_score":0.007360578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964312959962014,"score_gpt":0.3743194015272192,"score_spread":0.3546762719275991,"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."}}