OBJECTIVE: To test the hypothesis that variation in care coordination is related to LOS. DESIGN We applied a spectral co-clustering methodology to simultaneously infer groups of patients and care coordination patterns, in the form of interaction networks of health care professionals, from electronic medical record (EMR) utilization data. The care coordination pattern for each patient group was represented by standard social network characteristics and its relationship with hospital LOS was assessed via a negative binomial regression with a 95% confidence interval. SETTING AND PATIENTS This study focuses on 5,588 adult patients hospitalized for trauma at the Vanderbilt University Medical Center. The EMRs were accessed by healthcare professionals from 179 operational areas during 158,467 operational actions. MAIN OUTCOME MEASURES: Hospital LOS for trauma inpatients, as an indicator of care coordination efficiency. RESULTS: Three general types of care coordination patterns were discovered, each of which was affiliated with a specific patient group. The first patient group exhibited the shortest hospital LOS and was managed by a care coordination pattern that involved the smallest number of operational areas (102 areas, as opposed to 125 and 138 for the other patient groups), but exhibited the largest number of collaborations between operational areas (e.g., an average of 27.1 connections per operational area compared to 22.5 and 23.3 for the other two groups). The hospital LOS for the second and third patient groups was 14 hours (P = 0.024) and 10 hours (P = 0.042) longer than the first patient group, respectively.
翻译:为了检验护理协调差异与LOS. Dedesign 我们采用光谱共同集群方法,从电子医疗记录(EMR)利用数据,以保健专业人员互动网络的形式,从电子医疗记录(EMR)利用数据,同时推断病人群体和护理协调模式;每个病人群体的护理协调模式以标准社会网络特点及其与医院的LS关系为代表,通过一种不明显的双向回归和95%的置信度间隔来评估;Setting and PaTIents本项研究侧重于Vanderbilt大学医疗中心因创伤而住院的5 588名成人病人;在158 467项业务行动中,来自179个业务领域的保健专业人员利用了EMRS,作为医疗协调效率的指标;每个病人群体的护理协调模式有三种一般的护理模式,每种模式都与特定的病人群体有关;第一个病人群体展示了最短的住院治疗和病人护理协调模式,涉及最小的业务地区(102个地区,相比之下为125小时和138个业务地区之间,而其他医疗小组之间平均为22个业务地区),医疗协调模式为25个,而其他医疗小组之间平均为25个业务地区和38。