{"id":"W2072010097","doi":"10.1177/0269216309102528","title":"Changes in anticholinergic load from regular prescribed medications in palliative care as death approaches","year":2009,"lang":"en","type":"article","venue":"Palliative Medicine","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; U.S. Department of Veterans Affairs","keywords":"Anticholinergic; Medicine; Referral; Palliative care; Population; Adverse effect; Beers Criteria; Emergency medicine; Quality of life (healthcare); Intensive care medicine; Internal medicine; Family medicine; Nursing; Polypharmacy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003909636,0.0003518562,0.0008074797,0.000405558,0.0000634623,0.000009625295,0.0002043714,0.0001584144,0.0003364407],"category_scores_gemma":[0.0009113234,0.0002509685,0.00006620579,0.0007809972,0.0002249394,0.00006828095,0.00003981928,0.0005422418,0.00005549599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007537766,"about_ca_system_score_gemma":0.0003470861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002220997,"about_ca_topic_score_gemma":0.003790061,"domain_scores_codex":[0.9970371,0.0002065176,0.0004889011,0.0006662556,0.001017511,0.0005836986],"domain_scores_gemma":[0.9983701,0.000328333,0.0001420556,0.0005083266,0.0002529337,0.0003982393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006778579,0.0009977419,0.9529868,0.0001138502,0.0002494227,0.0006458847,0.03063335,0.00001792832,0.001639638,0.001885924,0.0005423418,0.009609271],"study_design_scores_gemma":[0.008919102,0.00185224,0.9731194,0.001513382,0.0001582107,0.000001785785,0.007565994,0.0005155436,0.002075319,0.003252048,0.0008167803,0.0002101666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9033433,0.01848085,0.0001693844,0.05820725,0.00009096241,0.002024177,0.00005293015,0.00008446247,0.01754664],"genre_scores_gemma":[0.9929709,0.003397244,0.0009085538,0.0009894152,0.000356381,0.0002217095,0.0006272494,0.0000241477,0.0005044113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08962754,"threshold_uncertainty_score":0.9999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09937679585458374,"score_gpt":0.3655148621880044,"score_spread":0.2661380663334207,"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."}}