{"id":"W3039583605","doi":"10.1016/j.jamda.2020.04.033","title":"Rates of PRN Medication Administration in Australian Residential Aged Care","year":2020,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Institut Universitaire de Gériatrie de Montréal","funders":"State Government of Victoria; National Health and Medical Research Council; Department of Health and Human Services, State Government of Victoria","keywords":"Medicine; Administration (probate law); Emergency medicine; Aged care; Gerontology","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":[0.002884733,0.0001331574,0.0003631503,0.001415325,0.0007228526,0.001764732,0.0007543629,0.0009110799,0.003230058],"category_scores_gemma":[0.02151398,0.0004334767,0.0007131399,0.002189721,0.0005382523,0.001267503,0.001762059,0.00147905,0.0003356655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002519906,"about_ca_system_score_gemma":0.001999231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0700908,"about_ca_topic_score_gemma":0.08549517,"domain_scores_codex":[0.9957402,0.001418651,0.0008498168,0.0004605291,0.001012993,0.0005178264],"domain_scores_gemma":[0.9785744,0.004556971,0.01234186,0.0007482466,0.002245632,0.001532907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009335057,0.00008273013,0.9917558,0.00004703744,0.00004085881,0.000076499,0.001141754,0.00005619844,0.00007864513,0.0001271323,0.0004416822,0.006058387],"study_design_scores_gemma":[0.000001714793,0.00005830951,0.9985935,0.00002080186,0.000008881508,0.00009444398,0.0007220242,0.0001644483,0.00003305074,0.00001610574,0.0002817851,0.000004933907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956813,0.0006803905,0.0000842239,0.0004635424,0.00001290777,0.00002096593,0.0005186141,0.00001021416,0.002527862],"genre_scores_gemma":[0.9979353,0.0004741812,0.0001227263,0.0001797843,0.0000191724,0.0000149572,0.0003125233,0.0000042335,0.0009370335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0700908,"threshold_uncertainty_score":0.1393657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06435436419354468,"score_gpt":0.4162878555444213,"score_spread":0.3519334913508766,"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."}}