What does 'complex' mean for the general medicine team? Exploring the characteristics, outcomes and clinician perspectives of complex patients: an observational cohort and cross-sectional survey.

IF 1.5 4区 医学 Q2 MEDICINE, GENERAL & INTERNAL
Elena Gerstman, Jennifer Jones, Chris Michael, Sue Berney, Karin Thursky, David J Berlowitz
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引用次数: 0

Abstract

Background: Patients who are 'complex' experience poorer outcomes during and after hospitalisation. At our health service, patients identified as complex are referred to a specialist transdisciplinary allied health pathway, but this process is subjective and predominantly based on clinical judgement.

Aims: To characterise patients referred to the complex pathway by describing their characteristics and outcomes and by developing a list of words clinicians associate with complexity to generate an electronic health record (EHR) complexity phenotype.

Methods: We performed a retrospective observational cohort study of all patients admitted to General Medicine at a metropolitan hospital in Melbourne over a 10-month period and a cross-sectional survey of clinicians (allied health, medical, nursing). We compared the demographics, clinical features and outcomes of the complex patients to their non-complex peers. Cohort outcomes included length of stay, readmissions, discharge destination, mortality and adverse event rates. The survey data scored the likelihood of words suggesting complexity from a clinician's perspective.

Results: In the cohort (n = 3061), 328 (11%) were complex. Complex patients were older, frail and more multimorbid. This group stayed longer in hospital, and more required rehabilitation, with increased mortality and readmissions (P < 0.01). Eighty clinicians (allied health (50%), medical (31%) and nursing (19%)) generated a library of 18 words that described a complex patient.

Conclusion: Frailty, age and high hospital utilisation were associated with complexity across both studies. Combining clinical and demographic data with natural language processing of complexity words may allow prospective digital prediction of patients likely to benefit from complex care pathways.

对于全科医学团队来说,“复杂”意味着什么?探讨复杂病人的特点、结局和临床医生的观点:一项观察性队列和横断面调查。
背景:“复杂”患者在住院期间和住院后的预后较差。在我们的医疗服务中,确定为复杂的患者被转介到专业的跨学科联合健康途径,但这一过程是主观的,主要基于临床判断。目的:通过描述患者的特征和结果,并通过开发临床医生与复杂性相关的单词列表来生成电子健康记录(EHR)复杂性表型,来描述涉及复杂途径的患者。方法:我们对墨尔本一家大都会医院普通内科住院的所有患者进行了为期10个月的回顾性观察队列研究,并对临床医生(联合健康、医疗、护理)进行了横断面调查。我们比较了复杂患者与非复杂患者的人口统计学、临床特征和预后。队列结局包括住院时间、再入院、出院目的地、死亡率和不良事件发生率。调查数据对从临床医生的角度来看,暗示复杂性的词语的可能性进行了评分。结果:在3061例队列中,328例(11%)为复杂病例。复杂患者年龄大、体弱、多病。该组住院时间更长,需要更多的康复治疗,死亡率和再入院率增加(结论:在两项研究中,虚弱、年龄和高医院使用率与复杂性相关。将临床和人口统计数据与复杂单词的自然语言处理相结合,可以对可能受益于复杂护理途径的患者进行前瞻性数字预测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Internal Medicine Journal
Internal Medicine Journal 医学-医学:内科
CiteScore
3.50
自引率
4.80%
发文量
600
审稿时长
3-6 weeks
期刊介绍: The Internal Medicine Journal is the official journal of the Adult Medicine Division of The Royal Australasian College of Physicians (RACP). Its purpose is to publish high-quality internationally competitive peer-reviewed original medical research, both laboratory and clinical, relating to the study and research of human disease. Papers will be considered from all areas of medical practice and science. The Journal also has a major role in continuing medical education and publishes review articles relevant to physician education.
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