Modeling hospital length of stay by Coxian phase-type regression with heterogeneity

2012 ◽  
Vol 31 (14) ◽  
pp. 1502-1516 ◽  
Author(s):  
Xiaoqin Tang ◽  
Zhehui Luo ◽  
Joseph C. Gardiner
Keyword(s):  
Length Of Stay ◽  
Hospital Length ◽  
Hospital Length Of Stay ◽  
Phase Type

Trend Analysis of Length of Stay Data via Phase-Type Models

2011 ◽  
Vol 2 (3) ◽  
pp. 37-51 ◽  
Author(s):  
Truc Viet Le ◽  
Chee Keong Kwoh ◽  
Kheng Hock Lee ◽  
Eng Soon Teo
Keyword(s):  
Length Of Stay ◽  
Temporal Trends ◽  
Developed Countries ◽  
Hospital Length ◽  
Hospital Length Of Stay ◽  
Important Indicator ◽  
Phase Type ◽  
Phase Type Distributions ◽  
Hospital Resources ◽  
The Common

The populations in many developed countries throughout the world are aging rapidly and the number of geriatric patients is expected to rise steeply in those countries. This will exert greater pressures on the management of hospital resources as a result. Hospital length of stay (LOS) is an important indicator of hospital activity and management because of its direct relation to resource consumption. Planning of hospital resources according to identified trends of LOS is, thus, an effective way to meet such future needs. In this paper, the authors propose a method to analyze the temporal trends of LOS based on the Coxian phase-type distributions, a special type of continuous-time Markov process. By fitting and regressing the probabilities of discharge from each phase of the distribution on time, the authors have found a growing trend in the proportion of long-staying patients in their sample of stroke patients from a general hospital in Singapore. The authors compare the yearly, quarterly and monthly trends over the same period to see the common pattern. The datasets were also robustified by bootstrapping to aid the analysis.

scholarly journals 182. Missed Opportunities to Discontinue Unnecessary Vancomycin During Pharmacist Therapeutic Monitoring

2020 ◽  
Vol 7 (Supplement_1) ◽  
pp. S98-S98
Author(s):  
Corey J Medler ◽  
Mary Whitney ◽  
Juan Galvan-Cruz ◽  
Ron Kendall ◽  
Rachel Kenney ◽  
...  
Keyword(s):  
Length Of Stay ◽  
Adverse Drug Events ◽  
Academic Medical Center ◽  
Total Duration ◽  
Hospital Length ◽  
Hospital Length Of Stay ◽  
Therapeutic Monitoring ◽  
Resistant Bacteria ◽  
Therapeutic Drug ◽  
Missed Opportunities

Abstract Background Unnecessary and prolonged IV vancomycin exposure increases risk of adverse drug events, notably nephrotoxicity, which may result in prolonged hospital length of stay. The purpose of this study is to identify areas of improvement in antimicrobial stewardship for vancomycin appropriateness by clinical pharmacists at the time of therapeutic drug monitoring (TDM). Methods Retrospective, observational cohort study at an academic medical center and a community hospital. Inclusion: patient over 18 years, received at least three days of IV vancomycin where the clinical pharmacy TDM service assessed for appropriate continuation for hospital admission between June 19, 2019 and June 30, 2019. Exclusion: vancomycin prophylaxis or administered by routes other than IV. Primary outcome was to determine the frequency and clinical components of inappropriate vancomycin continuation at the time of TDM. Inappropriate vancomycin continuation was defined as cultures positive for methicillin-susceptible Staphylococcus aureus (MRSA), vancomycin-resistant bacteria, and non-purulent skin and soft tissue infection (SSTI) in the absence of vasopressors. Data was reported using descriptive statistics and measures of central tendency. Results 167 patients met inclusion criteria with 38.3% from the ICU. SSTIs were most common indication 39 (23.4%) cases, followed by pneumonia and blood with 34 (20.4%) cases each. At time of vancomycin TDM assessment, vancomycin continuation was appropriate 59.3% of the time. Mean of 4.22 ± 2.69 days of appropriate vancomycin use, 2.18 ± 2.47 days of inappropriate use, and total duration 5.42 ± 2.94. 16.4% patients developed an AKI. Majority of missed opportunities were attributed to non-purulent SSTI (28.2%) and missed MRSA nares swabs in 21% pneumonia cases (table 1). Conclusion Vancomycin is used extensively for empiric treatment of presumed infections. Appropriate de-escalation of vancomycin therapy is important to decrease the incidence of adverse effects, decreasing hospital length of stay, and reduce development of resistance. According to the mean duration of inappropriate therapy, there are opportunities for pharmacy and antibiotic stewardship involvement at the time of TDM to optimize patient care (table 1). Missed opportunities for vancomycin de-escalation Disclosures All Authors: No reported disclosures

scholarly journals Association of Emergency Department Waiting Times With Patient Experience in Admitted and Discharged Patients

2021 ◽  
Vol 8 ◽  
pp. 237437352110114
Author(s):  
Andrew Nyce ◽  
Snehal Gandhi ◽  
Brian Freeze ◽  
Joshua Bosire ◽  
Terry Ricca ◽  
...  
Keyword(s):  
Emergency Department ◽  
Length Of Stay ◽  
Patient Experience ◽  
Waiting Times ◽  
Hospital Length ◽  
Short Length ◽  
Hospital Length Of Stay ◽  
Patient’S Experience ◽  
Discharged Patients ◽  
The Impact

Prolonged waiting times are associated with worse patient experience in patients discharged from the emergency department (ED). However, it is unclear which component of the waiting times is most impactful to the patient experience and the impact on hospitalized patients. We performed a retrospective analysis of ED patients between July 2018 and March 30, 2020. In all, 3278 patients were included: 1477 patients were discharged from the ED, and 1680 were admitted. Discharged patients had a longer door-to-first provider and door-to-doctor time, but a shorter doctor-to-disposition, disposition-to-departure, and total ED time when compared to admitted patients. Some, but not all, components of waiting times were significantly higher in patients with suboptimal experience (<100th percentile). Prolonged door-to-doctor time was significantly associated with worse patient experience in discharged patients and in patients with hospital length of stay ≤4 days. Prolonged ED waiting times were significantly associated with worse patient experience in patients who were discharged from the ED and in inpatients with short length of stay. Door-to-doctor time seems to have the highest impact on the patient’s experience of these 2 groups.

scholarly journals Improving intravenous-to-oral antibiotic switch in children: a team-based audit and implementation approach

2021 ◽  
Vol 10 (1) ◽  
pp. e001120
Author(s):  
Brendan Joseph McMullan ◽  
Michelle Mahony ◽  
Lolita Java ◽  
Mona Mostaghim ◽  
Michael Plaister ◽  
...  
Keyword(s):  
Length Of Stay ◽  
Antibiotic Use ◽  
Hospital Length ◽  
Audit And Feedback ◽  
Hospital Length Of Stay ◽  
Oral Antibiotic ◽  
Intravenous Therapy ◽  
Paediatric Hospital ◽  
Inpatient Settings ◽  
Surgical Teams

Children in hospital are frequently prescribed intravenous antibiotics for longer than needed. Programmes to optimise timely intravenous-to-oral antibiotic switch may limit excessive in-hospital antibiotic use, minimise complications of intravenous therapy and allow children to go home faster. Here, we describe a quality improvement approach to implement a guideline, with team-based education, audit and feedback, for timely, safe switch from intravenous-to-oral antibiotics in hospitalised children. Eligibility for switch was based on evidence-based guidelines and supported by education and feedback. The project was conducted over 12 months in a tertiary paediatric hospital. Primary outcomes assessed were the proportion of eligible children admitted under paediatric and surgical teams switched within 24 hours, and switch timing prior to and after guideline launch. Secondary outcomes were hospital length of stay, recommencement of intravenous therapy or readmission. The percentage of children switched within 24 hours of eligibility significantly increased from 32/50 (64%) at baseline to 203/249 (82%) post-implementation (p=0.006). The median time to switch fell from 15 hours 42 min to 4 hours 20 min (p=0.0006). In addition, there was a 14-hour median reduction in hospital length of stay (p=0.008). Readmission to hospital and recommencement of intravenous therapy did not significantly change postimplementation. This education, audit and feedback approach improved timely intravenous-to-oral switch in children and also allowed for more timely discharge from hospital. The study demonstrates proof of concept for this implementation with a methodology that can be readily adapted to other paediatric inpatient settings.

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