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Sugaya H, Otaka Y, Shiotsuki Y, Seno A. Real-world clinical and economic impacts of delayed rotator cuff repair surgery in Japan: analysis of a large claims database. JSES REVIEWS, REPORTS, AND TECHNIQUES 2025; 5:30-39. [PMID: 39872333 PMCID: PMC11764658 DOI: 10.1016/j.xrrt.2024.09.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/30/2025]
Abstract
Background In patients with rotator cuff tears (RCTs), there is a lack of evidence regarding the impact of the timeliness of rotator cuff repair (RCR) surgery on treatment outcomes and overall healthcare burden. This study aimed to understand the impact of early vs. delayed RCR on real-world healthcare costs and resource use (HCRU) in Japan. Methods This study utilized JMDC health insurance claims data from January 2012 to February 2021. Patients aged ≥18 years were included if they had ≥1 inpatient or ≥2 nondiagnostic outpatient claims (≥1 month apart) for RCT (diagnosis codes S460/S468), had RCR (procedure codes K080-X) within 12 months postindex, and had 12 months post-RCR continuous enrollment. Index month was defined upon the first RCT claim, and surgery month was defined upon the first RCR. Patients were categorized as having had early (≤1 month postindex) or delayed (2-12 months postindex) RCR. RCT-related HCRU were reported for the 12-month postindex or postsurgery periods. Results Of 1243 RCR patients, 68.9% were male and the mean (standard deviation [SD]) age was 55.3 (8.9) years. Of 46.3% patients with an initial diagnosis of tendinosis, their RCT was diagnosed for only a mean (SD) of 5.7 (4.0) months later. The mean (SD) time from index to first RCR was 2.4 (2.3) months; 518 (41.7%) patients had early RCR. The mean total RCT-related healthcare costs were higher for patients with delayed vs. early RCR (P < .05 for both postindex and surgery). The mean (SD) postsurgery inpatient costs were higher for delayed vs. early RCR (¥1,260,066 vs. ¥1,119,381; P < .05), possibly partly driven by longer hospital stays among delayed RCR patients. Patients with delayed RCR had a higher mean number of physical therapy visits compared with early RCR, especially postsurgery (42.6 vs. 38.4; P < .05); physical therapy costs were significantly higher for delayed RCR patients, compared with early RCR, for both postindex or postsurgery periods (P < .05). During the postindex period, higher proportions of delayed vs. early RCR patients received opioids (22.1% vs. 16.2%; P < .05), nonopioid pain medications (77.7% vs. 69.5%; P < .05), cortisone injections (47.2% vs. 33.8%; P < .05), and oral cortisone (4.8% vs. 1.4%; P < .05). The mean outpatient pharmacy prescription costs were significantly higher for delayed vs. early RCR for both the postindex and postsurgery periods (both P < .05). Conclusions Long delays in the diagnosis or treatment of RCT in Japan may lead to higher burdens of healthcare. Patients with delayed RCR may require more prescription medications and/or PT before and after surgery. Improving the timeliness of RCT treatment could therefore reduce overall HCRU.
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Affiliation(s)
| | | | | | - Akie Seno
- Smith & Nephew, Asia Pacific, Singapore, Singapore
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Effect of Combining Operating Room Nursing Based on Clinical Quantitative Assessment with WeChat Health Education on Postoperative Complications and Quality of Life of Femoral Fracture Patients Undergoing Internal Fixation. JOURNAL OF HEALTHCARE ENGINEERING 2022; 2022:2452820. [PMID: 35186223 PMCID: PMC8849898 DOI: 10.1155/2022/2452820] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 01/17/2022] [Accepted: 01/19/2022] [Indexed: 11/17/2022]
Abstract
Objective To explore the effect of combining operating room nursing based on clinical quantitative assessment with WeChat health education on postoperative complications and quality of life (QOL) of femoral fracture patients undergoing internal fixation. Methods Ninety femoral fracture patients treated in our hospital (July 2018 to July 2021) were chosen as the research objects and split into the control group (routine intervention) and the study group (combination of operating room nursing based on clinical quantitative assessment and WeChat health education) according to the nursing intervention modes, with 45 cases each. After nursing, the postoperative complications and QOL of patients were compared between the two groups. Results No statistical between-group differences in general data were observed (P > 0.05); the hospital stay, weight-bearing time, and fracture healing time were obviously shorter in the study group than in the control group (P < 0.05); 1 d after surgery, the VAS pain status was not significantly different between the two groups (P > 0.05), and 2 d and 3 d after surgery, the VAS scores were significantly lower in the study group than in the control group (P < 0.05); 1 d after surgery, the Harris scores of patients in the two groups were close and did not present statistical difference (P > 0.05), and 8 weeks after surgery, the Harris score was significantly higher in the study group than in the control group (P < 0.05); the scores on self-care agency such as self-concept, self-care skills, sense of self-care responsibility, and health knowledge level were significantly higher in the study group than in the control group (P < 0.05); compared with the control group, the probability of occurring incision infection, lung infection, pressure sore, swelling and pain, and other complications was significantly lower in the study group (P < 0.05). Conclusion Implementing operating room nursing based on clinical quantitative assessment combined with WeChat health education to femoral fracture patients undergoing internal fixation can effectively improve their postoperative clinical indicators, reduce their postoperative pain sensation and complication incidence, and effectively promote the joint motion range, which is conducive to enhancing their self-care agency and QOL.
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Sawano S, Sakakura K, Yamamoto K, Taniguchi Y, Tsukui T, Seguchi M, Wada H, Momomura SI, Fujita H. Further Validation of a Novel Acute Myocardial Infarction Risk Stratification (nARS) System for Patients with Acute Myocardial Infarction. Int Heart J 2020; 61:463-469. [PMID: 32418971 DOI: 10.1536/ihj.19-678] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Recently, we developed a novel acute myocardial infarction (AMI) risk stratification system (nARS), which stratifies AMI patients into low- (L), intermediate- (I), and high- (H) risk groups. We have shown that the nARS shortened the length of intensive care unit (ICU) stay as well as that of hospitalization. However, the incidence of AMI-related adverse outcomes has not been fully investigated. The purpose of this study was to investigate the incidence of severe complications requiring ICU care among the 3 risk groups stratified by nARS. We retrospectively reviewed AMI patients between October 2016 and December 2018. A total of 592 patients were divided into the L- (n = 285), I- (n = 124), and H- (n = 183) risk groups. The primary endpoint was in-hospital complications requiring ICU care defined as death/cardiopulmonary arrest, shock, stroke, atrioventricular block, and respiratory failure. Among 592 patients, 239 (40.4%) developed at least 1 complication requiring ICU care, but only 28 (11.7%) developed complications in general wards. Complications requiring ICU care were most frequently observed in the H-risk group (68.9%), followed by the I-risk group (50.8%), and least in the L-risk group (17.5%) (P < 0.001). Complications requiring ICU care that occurred in the general wards were more frequently observed in the H-risk group (8.7%) compared to the I-risk (3.2%) and L-risk (2.8%) groups (P = 0.009). In conclusion, complications requiring ICU care rarely happened in the general wards, and were less in the I- and L-risk groups than in the H-risk group. These results validated the nARS, and might support the widespread use of nARS.
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Affiliation(s)
- Shinnosuke Sawano
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Kenichi Sakakura
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Kei Yamamoto
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Yousuke Taniguchi
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Takunori Tsukui
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Masaru Seguchi
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Hiroshi Wada
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Shin-Ichi Momomura
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Hideo Fujita
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
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Ravaghi H, Alidoost S, Mannion R, Bélorgeot VD. Models and methods for determining the optimal number of beds in hospitals and regions: a systematic scoping review. BMC Health Serv Res 2020; 20:186. [PMID: 32143700 PMCID: PMC7060560 DOI: 10.1186/s12913-020-5023-z] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2019] [Accepted: 02/24/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Determining the optimal number of hospital beds is a complex and challenging endeavor and requires models and techniques which are sensitive to the multi-level, uncertain, and dynamic variables involved. This study identifies and characterizes extant models and methods that can be used to determine the required number of beds at hospital and regional levels, comparing their advantages and challenges. METHODS A systematic search was conducted using Web of Science, Scopus, Embase and PubMed databases, with the search terms hospital bed capacity, hospital bed need, hospital, bed size, model, and method. RESULTS Twenty-three studies met the criteria to be included in the review. Of these studies, a total of 11 models and 5 methods were identified, mainly designed to determine hospital bed capacity at the regional level. Common determinants of the required number of hospital beds in these models included demographic changes, average length of stay, admission rates, and bed occupancy rates. CONCLUSIONS There are no specific norms for the required number of beds at hospital and regional levels, but some of the identified models and methods may be used to estimate this number in different contexts. Moreover, it is important to consider alternative approaches to planning hospital capacity like care pathways to fix the limitations of "bed numbers".
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Affiliation(s)
- Hamid Ravaghi
- School of Health Management & Information Sciences, Iran University of Medical Sciences, Tehran, Iran
| | - Saeide Alidoost
- School of Health Management & Information Sciences, Iran University of Medical Sciences, Tehran, Iran
| | - Russell Mannion
- Health Services Management Centre, University of Birmingham, Birmingham, UK
| | - Victoria D. Bélorgeot
- Public health consultant, World Health Organization, Regional Office for the Eastern Mediterranean, Cairo, Egypt
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Yamamoto K, Sakakura K, Akashi N, Watanabe Y, Noguchi M, Seguchi M, Taniguchi Y, Ugata Y, Wada H, Momomura SI, Fujita H. Novel Acute Myocardial Infarction Risk Stratification (nARS) System Reduces the Length of Hospitalization for Acute Myocardial Infarction. Circ J 2019; 83:1039-1046. [PMID: 30890684 DOI: 10.1253/circj.cj-18-1221] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
BACKGROUND The novel Acute Myocardial Infarction (AMI) Risk Stratification (nARS) system was recently developed based on original criteria. The use of nARS may reduce the length of hospitalization. METHODS AND RESULTS We allocated 560 AMI patients into the pre-nARS group (before adopting nARS) or the nARS group. Patients in the nARS group were subdivided into the low (L), intermediate (I), and high (H) risk groups, whereas patients in the pre-nARS group were subdivided into the equivalent L (eL), equivalent I (eI), or equivalent H (eH) risk groups based on the nARS criteria. Length of coronary care unit (CCU) stay was significantly shorter in the nARS group (2.8±3.5 days) compared with the pre-nARS group (4.4±5.4 days; P<0.001). Length of hospital stay was also shorter in the nARS group (9.4±8.9 days) compared with the pre-nARS group (13.4±12.8 days; P<0.001). Length of CCU stay was significantly shorter in the L (1.1±1.0 days), I (2.8±3.5 days), and H (5.0±4.8 days) risk groups compared with corresponding eL (2.2±1.1 days), eI (4.4±5.4 days), and eH (7.1±7.8 days) risk groups. CONCLUSIONS Length of CCU and hospital stay were significantly shorter in the nARS group compared with the pre-nARS group. The use of nARS may save medical resources in the treatment of AMI in the regional health-care system.
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Affiliation(s)
- Kei Yamamoto
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Kenichi Sakakura
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Naoyuki Akashi
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Yusuke Watanabe
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Masamitsu Noguchi
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Masaru Seguchi
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Yousuke Taniguchi
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Yusuke Ugata
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Hiroshi Wada
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Shin-Ichi Momomura
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
| | - Hideo Fujita
- Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University
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Sourour Y, Houda BA, Maroua T, Mariem BH, Maïssa BJ, Yosra M, Jihene J, Habib F, Raouf K, Jamel D. Hospital morbidity among elderly in the region of Sfax, Tunisia: Epidemiological profile and chronological trends between 2003 and 2015. CLINICAL EPIDEMIOLOGY AND GLOBAL HEALTH 2019. [DOI: 10.1016/j.cegh.2018.09.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Takaku R, Yamaoka A. Payment systems and hospital length of stay: a bunching-based evidence. INTERNATIONAL JOURNAL OF HEALTH ECONOMICS AND MANAGEMENT 2019; 19:53-77. [PMID: 29728908 DOI: 10.1007/s10754-018-9243-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2016] [Accepted: 04/25/2018] [Indexed: 06/08/2023]
Abstract
Despite the huge attention on the long average hospital length of stay (LOS) in Japan, there are limited empirical studies on the impacts of the payment systems on LOS. In order to shed new light on this issue, we focus on the fact that reimbursement for hospital care is linked to the number of patient bed-days, where a "day" is defined as the period from one midnight to the next. This "midnight-to-midnight" definition may incentivize health care providers to manipulate hospital acceptance times in emergency patients, as patients admitted before midnight would have an additional day for reimbursement when compared with those admitted after midnight. We test this hypothesis using administrative data of emergency transportations in Japan from 2008 to 2011 (N = 2,146,498). The results indicate that there is a significant bunching in the number of acceptances at the emergency hospital around midnight; the number heaps a few minutes before midnight, but suddenly drops just after midnight. Given that the occurrence of emergency episode is random and the density is smooth during nighttime, bunching in the number of hospital acceptances around midnight suggests that hospital care providers shift the hospital acceptance times forward by hurrying-up to accept the patients. This manipulation clearly leads to longer LOS by one bed-day. In addition, the manipulation is observed in the prefectures where private hospitals mainly provide emergency medical services, suggesting hospital ownership is associated with the manipulation of hospital acceptance time.
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Affiliation(s)
- Reo Takaku
- Institute for Health Economics and Policy, 11 Toyo Kaiji Bldg. 2F, 1-5-11 Nishishimbashi, Minato-ku, Tokyo, 105-0003, Japan.
| | - Atsushi Yamaoka
- Institute for Health Economics and Policy, 11 Toyo Kaiji Bldg. 2F, 1-5-11 Nishishimbashi, Minato-ku, Tokyo, 105-0003, Japan
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Canal C, Kaserer A, Ciritsis B, Simmen HP, Neuhaus V, Pape HC. Is There an Influence of Surgeon's Experience on the Clinical Course in Patients With a Proximal Femoral Fracture? JOURNAL OF SURGICAL EDUCATION 2018; 75:1566-1574. [PMID: 29699929 DOI: 10.1016/j.jsurg.2018.04.010] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/06/2017] [Revised: 11/06/2017] [Accepted: 04/03/2018] [Indexed: 06/08/2023]
Abstract
OBJECTIVES Teaching of surgical procedures is of paramount importance. However, it can affect patients outcome. The aim of this study was to evaluate if teaching of hip fracture surgery is an independent predictor for negative in-hospital outcome. DESIGN AND SETTING Retrospectively, we analyzed all hip fracture patients between 2008 and 2013 recorded in a national quality measurement database (AQC). Inclusion criteria were proximal femoral fracture (ICD-10 diagnostic codes S72.00-S72.11), surgical care of those fracture and a documented teaching status of the intervention. Variables were sought in bivariate and multivariate analyses. Teaching status was entered in multiple regression analysis models for in-hospital death, complications and length of stay while controlling for confounders. PARTICIPANTS In the 6-year study period, a total of 4397 patients at a mean age of 80 years met the inclusion criteria. Totally, 48% (n = 2107) of the procedures were conducted as teaching interventions. The rest of our examined cases (n = 2290) were conducted as nonteaching procedures. RESULTS There was no association between teaching and mortality, but complications (odds ratio = 1.3; 95% CI: 1.04-1.5; p = 0.018) and prolonged hospitalization (standardized beta = 0.045, p = 0.002) were more likely to occur in the teaching group while controlling for confounders. CONCLUSIONS There appears to be no effect of the educational status on the in-hospital death in patients with a proximal femoral fracture. However, teaching was an independent predictor of complications and longer length of stay. Although the differences were significant, the clinical outcome was comparable in both groups, thus justifying the benefits of resident teaching.
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Affiliation(s)
- Claudio Canal
- Division of Trauma Surgery, Department of Surgery, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Alexander Kaserer
- Institute of Anesthesiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Bernhard Ciritsis
- Department of Surgery, Regional Hospital Bellinzona, Bellinzona, Switzerland
| | - Hans-Peter Simmen
- Division of Trauma Surgery, Department of Surgery, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Valentin Neuhaus
- Division of Trauma Surgery, Department of Surgery, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
| | - Hans-Christoph Pape
- Division of Trauma Surgery, Department of Surgery, University Hospital Zurich, University of Zurich, Zurich, Switzerland
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Zhou K, Vidyarthi A, Matchar D, Cheung YB, Lam SW, Ong M. The relationship between workload and length of stay in Singapore. Health Policy 2018; 122:769-774. [PMID: 29729904 DOI: 10.1016/j.healthpol.2018.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2017] [Revised: 02/20/2018] [Accepted: 04/03/2018] [Indexed: 11/26/2022]
Abstract
Prior studies link higher workload with longer length of stay (LOS) in the US. Unlike U.S. hospitals, Singaporean hospitals, like other major hospitals in the Asia-Pacific, are partially occupied by patients with non-acute needs due to insufficient alternative facilities. We examined the association between workload and length of stay (LOS) and the impact of workload on 30-day re-hospitalization and inpatient mortality rates in retrospective cohort in this setting. We defined workload as the daily number of patients per physician team. 13,097 hospitalizations of 10,000 patients were included. We found that higher workload was associated with shorter LOS (coefficient, -0.044 [95%CI, -0.083, -0.01]), especially for patients with longer stays (hazard ratios, not significantly greater than 1 before Day 4, 1.04 [95%CI, 1.01, 1.07] at Day 4 and 1.16 [95%CI, 1.10, 1.24] at Day 10), without affecting inpatient mortality (odds ratio (OR), 1.03 [95%CI, 0.99, 1.05]) or 30-day re-hospitalization (OR, 1.01 [95%CI, 0.99, 1.04]). This result differs from studies in the US and may reflect regional differences in the use of acute hospital beds for non-acute needs.
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Affiliation(s)
- Ke Zhou
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore.
| | - Arpana Vidyarthi
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore; Department of Medicine, National University Health System, Singapore
| | - David Matchar
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore; Department of Medicine, Duke University, Durham, NC, United States; Department of Pathology, Duke University, Durham, NC, United States
| | - Yin Bun Cheung
- Center for Quantitative Medicine, Duke-NUS Medical School, Singapore; Tampere Center for Child Health Research, University of Tampere and Tampere University Hospital, Finland
| | - Shao Wei Lam
- SingHealth Health Services Research Centre, Singapore Health Services, Singapore
| | - Marcus Ong
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore; Department of Emergency Medicine, Singapore General Hospital, Singapore; Associate Director, Health Systems and Services Research, Duke-NUS Medical School, Singapore
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Deister J, Cothern BG, Williams C, Froehle AW, Laughlin RT. Factors Predicting Length of Hospital Stay and Extended Care Facility Admission After Hindfoot Arthrodesis Procedures. J Foot Ankle Surg 2018. [PMID: 28633782 DOI: 10.1053/j.jfas.2017.04.006] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Delayed identification of patients requiring admission to extended care facilities (ECFs) can lead to greater healthcare costs through an increased length of hospital stay (LOHS). Previous studies of hip and knee arthroplasty identified factors associated with a likely discharge to an ECF. These issues have not been extensively studied for major hindfoot procedures. We conducted a retrospective review of 198 cases treated during a 3-year period to identify the risk factors for an extended LOHS and ECF admission after ankle arthrodesis, triple arthrodesis, pantalar arthrodesis, and subtalar arthrodesis. The primary outcomes were LOHS and ECF admission. The independent predictors included age, sex, body mass index, housing status, American Society of Anesthesiologists class, diabetes and/or diabetic neuropathy, health insurance, fixation type, and perioperative infection. Stepwise multiple regression analysis was used to determine which variables were related to a longer LOHS. Nonparametric discriminant function analysis was used to identify the preoperative factors that best predicted ECF admission. A longer LOHS was significantly related to postoperative ECF admission, Centers for Medicare and Medicaid Services (CMS) insurance, diabetic neuropathy, external fixation, and infection. ECF admission was required for 34 of 198 patients (17.2%). Discriminant analysis found that older age, living alone, external fixation, and CMS insurance predicted a greater probability of ECF admission. The function accurately classified 94% of ECF admissions and 80% of non-ECF admission patients. ECF admission and CMS insurance extended the LOHS, likely owing to the administrative process of arranging an ECF discharge. If externally validated, the function we have derived could provide preoperative identification of likely ECF discharge candidates and reduce costs by shortening the LOHS.
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Affiliation(s)
- Jacob Deister
- Resident, Department of Orthopaedic Surgery, Sports Medicine and Rehabilitation, Boonshoft School of Medicine, Wright State University, Dayton, OH
| | - Brian G Cothern
- Resident, Department of Internal Medicine, Boonshoft School of Medicine, Wright State University, Dayton, OH
| | - Chad Williams
- Resident, Department of Orthopaedic Surgery, Sports Medicine and Rehabilitation, Boonshoft School of Medicine, Wright State University, Dayton, OH
| | - Andrew W Froehle
- Assistant Professor, Department of Kinesiology and Health, Boonshoft School of Medicine, Wright State University, Dayton, OH; Assistant Professor, Department of Orthopaedic Surgery, Sports Medicine and Rehabilitation, Boonshoft School of Medicine, Wright State University, Dayton, OH.
| | - Richard T Laughlin
- Professor and Chair, Department of Orthopaedic Surgery, Sports Medicine and Rehabilitation, Boonshoft School of Medicine, Wright State University, Dayton, OH
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Shioji M, Yamamoto T, Ibata T, Tsuda T, Adachi K, Yoshimura N. Artificial neural networks to predict future bone mineral density and bone loss rate in Japanese postmenopausal women. BMC Res Notes 2017; 10:590. [PMID: 29126439 PMCID: PMC5681768 DOI: 10.1186/s13104-017-2910-4] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2017] [Accepted: 11/01/2017] [Indexed: 12/21/2022] Open
Abstract
Objective Predictions of the future bone mineral density and bone loss rate are important to tailor medicine for women with osteoporosis, because of the possible presence of personal risk factors affecting the severity of osteoporosis in the future. We investigated whether it was possible to predict bone mineral density and bone loss rate in the future using artificial neural networks. Results A total of 135 women over 50 years old residing in T town of Wakayama Prefecture, Japan were analyzed to establish a statistical model. Artificial neural networks models were constructed using the two variables of bone mineral density and bone loss rate. The multiple correlation coefficients between the actual and measured values for lumbar and femoral bone mineral densities in 2003 showed R2 = 0.929 and R2 = 0.880, respectively, by linear regression analyses, while the values for bone loss rates in lumbar and femoral bone mineral densities were R2 = 0.694 and R2 = 0.609, respectively. Statistical models by artificial neural networks were superior to those by multiple regression analyses. The prediction of future bone mineral density values estimated by artificial neural networks was considered to be useful as a tool to tailor medicine for the early diagnosis of and intervention for women osteoporosis with women. Electronic supplementary material The online version of this article (10.1186/s13104-017-2910-4) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Mitsunori Shioji
- Department of Gynecology, Minoh City Hospital, Minoh, 562-8562, Japan.,Department of Gynecology, Toyonaka Municipal Hospital, Toyonaka, 560-8565, Japan
| | - Takehisa Yamamoto
- Department of Pediatrics, Minoh City Hospital, Minoh, 562-8562, Japan.
| | - Takeshi Ibata
- Department of Internal Medicine, Minoh City Hospital, Minoh, 562-8562, Japan
| | - Takayuki Tsuda
- Department of Orthopedic Surgery, Minoh City Hospital, Minoh, 562-8562, Japan.,Department of Orthopedics, Kansai Rosai Hospital, Amagasaki, 660-8511, Japan
| | - Kazushige Adachi
- Department of Gynecology, Minoh City Hospital, Minoh, 562-8562, Japan
| | - Noriko Yoshimura
- Department of Preventive Medicine for Locomotive Organ Disorders, 22nd Century Medical and Research Center, The University of Tokyo, Tokyo, 113-8655, Japan
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The impact of pre-existing conditions on functional outcome and mortality in geriatric hip fracture patients. INTERNATIONAL ORTHOPAEDICS 2017; 41:1995-2000. [DOI: 10.1007/s00264-017-3591-2] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/15/2017] [Accepted: 07/20/2017] [Indexed: 01/03/2023]
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Factors predicting admission to extended care facility after distal femoral fracture. CURRENT ORTHOPAEDIC PRACTICE 2017. [DOI: 10.1097/bco.0000000000000521] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Jeon B, Kim H, Kwon S. Patient and Hospital Characteristics of Long-Stay Admissions in Long-Term Care Hospitals in Korea. HEALTH POLICY AND MANAGEMENT 2016. [DOI: 10.4332/kjhpa.2016.26.1.39] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022] Open
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Sobolev B, Guy P, Sheehan KJ, Kuramoto L, Bohm E, Beaupre L, Sutherland JM, Dunbar M, Griesdale D, Morin SN, Harvey E. Time trends in hospital stay after hip fracture in Canada, 2004-2012: database study. Arch Osteoporos 2016; 11:13. [PMID: 26951050 DOI: 10.1007/s11657-016-0264-5] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2015] [Accepted: 02/03/2016] [Indexed: 02/03/2023]
Abstract
UNLABELLED Changes in bed management and access policy aimed to shorten Canadian hip fracture hospital stay. Secular trends in hip fracture total, preoperative, and postoperative stay are unknown. Hip fracture stay shortened from 2004 to 2012, mostly from shortening postoperative stay. This may reflect changes in bed management rather than access policy. PURPOSE To compare the probability of discharge by time after patient admission to hospital with first-time hip fracture over a period of nine calendar years. METHODS We retrieved acute hospitalization records for 169,595 patients 65 years and older, who were admitted to an acute care hospital with hip fracture between 2004 and 2012 in Canada (outside of Quebec). The main outcome measure was cumulative incidence of discharge by inpatient day, accounting for competing events that end hospital stay. RESULTS The probability of surgical discharge within 30 days of admission increased from 57.2 % in 2004 to 67.3 % in 2012. The probability of undergoing surgery on day of admission or day after fluctuated around 58.5 % over the study period. For postoperative stay, the discharge probability increased from 6.8 to 12.2 % at day 4 after surgery and from 57.2 to 66.6 % at day 21 after surgery, between 2004 and 2012. The differences across years persisted after adjustment for characteristics of patients, fracture, comorbidity, treatment, type and timing of surgery, and access to care. CONCLUSIONS Hospital stay following hip fracture shortened substantially between 2004 and 2012 in Canada, mostly due to shortening of postoperative stays. Shorter hospital stays may reflect changes in bed management protocols rather than in access policy.
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Affiliation(s)
- Boris Sobolev
- School of Population and Public Health, University of British Columbia, Vancouver, BC, Canada.
| | - Pierre Guy
- Department of Orthopedics, University of British Columbia, Vancouver, BC, Canada
| | - Katie Jane Sheehan
- School of Population and Public Health, University of British Columbia, Vancouver, BC, Canada.
| | - Lisa Kuramoto
- Vancouver Coastal Health Research Institute, University of British Columbia, Vancouver, BC, Canada
| | - Eric Bohm
- Division of Orthopaedic Surgery and Center for Healthcare Innovation, University of Manitoba, Winnipeg, MB, Canada
| | - Lauren Beaupre
- Departments of Physical Therapy and Division of Orthopaedic Surgery, University of Alberta, Edmonton, AB, Canada
| | - Jason M Sutherland
- School of Population and Public Health, University of British Columbia, Vancouver, BC, Canada
| | - Michael Dunbar
- Division of Orthopaedic Surgery, Dalhousie University, Halifax, NS, Canada
| | - Donald Griesdale
- Department of Anesthesiology, Pharmacology & Therapeutics, University of British Columbia, Vancouver, BC, Canada
| | - Suzanne N Morin
- Department of Medicine, McGill University, Montréal, QC, Canada
| | - Edward Harvey
- Division of Orthopaedic Surgery, McGill University, Montréal, QC, Canada
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Mathew SA, Heesch KC, Gane E, McPhail SM. Risk factors for hospital re-presentation among older adults following fragility fractures: protocol for a systematic review. Syst Rev 2015; 4:91. [PMID: 26163457 PMCID: PMC4499212 DOI: 10.1186/s13643-015-0084-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2015] [Accepted: 07/03/2015] [Indexed: 12/02/2022] Open
Abstract
BACKGROUND After being discharged from hospital following the acute management of a fragility fracture, older adults may re-present to hospital emergency departments in the post-discharge period. Early re-presentation to hospital, which includes hospital readmissions, and emergency department presentations without admission may be considered undesirable for individuals, hospital institutions and society. The identification of modifiable risk factors for hospital re-representation following initial fracture management may prove useful for informing policy or practice initiatives that seek to minimise the need for older adults to re-present to hospital early after they have been discharged from their initial inpatient care. The purpose of this systematic review is to identify correlates of hospital re-presentation in older patients who have been discharged from hospital following clinical management of fragility fractures. METHODS/DESIGN The review will follow the PRISMA-P reporting guidelines for systematic reviews. Four electronic databases (PubMed, CINAHL, Embase, and Scopus) will be searched. A suite of search terms will identify peer-reviewed articles that have examined the correlates of hospital re-presentation in older adults (mean age of 65 years or older) who have been discharged from hospital following treatment for fragility fractures. The Effective Public Health Practice Project Quality Assessment Tool for Quantitative Studies will be used to assess the quality of the studies. The strength of evidence will be assessed through best evidence synthesis. Clinical and methodological heterogeneity across studies is likely to impede meta-analyses. DISCUSSION The best evidence synthesis will outline correlates of hospital re-presentations in this clinical group. This synthesis will take into account potential risks of bias for each study, while permitting inclusion of findings from a range of quantitative study designs. It is anticipated that findings from the review will be useful in identifying potentially modifiable risk factors that have relevance in policy, practice and research priorities to improve the management of patients with fragility fractures. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42015019379.
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Affiliation(s)
- Saira A Mathew
- School of Public Health and Social Work and Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Australia. .,Centre for Functioning and Health Research, Metro South Health, Queensland Department of Health, Brisbane, Australia.
| | - Kristiann C Heesch
- School of Public Health and Social Work and Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Australia.
| | - Elise Gane
- Centre for Functioning and Health Research, Metro South Health, Queensland Department of Health, Brisbane, Australia. .,School of Health & Rehabilitation Sciences, The University Of Queensland, Brisbane, Australia.
| | - Steven M McPhail
- School of Public Health and Social Work and Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Australia. .,Centre for Functioning and Health Research, Metro South Health, Queensland Department of Health, Brisbane, Australia.
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Wada M, Nishiyama D, Kawashima A, Fujiwara M, Kagawa K. Effects of Establishing a Department of General Internal Medicine on the Length of Hospitalization. Intern Med 2015; 54:2161-5. [PMID: 26328640 DOI: 10.2169/internalmedicine.54.3900] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
OBJECTIVE This study aimed to evaluate the effects of establishing a Department of General Internal Medicine (DGIM) on the length of hospitalization. We evaluated the length of hospitalization associated with diseases for which full-time specialists were not available and were instead treated by physicians of the DGIM after its establishment. METHODS A retrospective cohort study was conducted with a review of the subjects' medical records. The subjects included patients ≥16 years of age who were hospitalized with pneumonia or cerebral infarction and treated by a physician with a specialty in internal medicine as the disease outside their specialty prior to DGIM establishment (October 1, 2006 to September 30, 2008) or by a physician of the DGIM after its establishment (October 1, 2009 to September 30, 2011). The primary outcome was the change in the length of hospitalization. The length of hospitalization for heart failure, which was treated by specialists (cardiologists) in both study periods, was also examined for comparison. RESULTS We evaluated 322 and 423 cases of pneumonia treated before and after the establishment of the DGIM, as well as 223 and 229 cases of cerebral infarction and 132 and 206 cases of heart failure, respectively. The length of hospitalization before and after establishment of the DGIM was 21.6 and 16.0 days for the pneumonia patients (p<0.001) and 24.2 and 19.9 days for the cerebral infarction patients (p<0.001), respectively. On the other hand, the change in the length of hospitalization for the heart failure patients was not statistically significant (19.9 vs. 17.6 days; p=0.281). CONCLUSION The establishment of the DGIM reduced the length of hospitalization associated with diseases for which full-time specialists were not available by over 17%.
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Affiliation(s)
- Mikio Wada
- Department of General Internal Medicine, Fukuchiyama City Hospital, Japan
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Regional variations in in-hospital mortality, care processes, and spending in acute ischemic stroke patients in Japan. J Stroke Cerebrovasc Dis 2014; 24:239-51. [PMID: 25444024 DOI: 10.1016/j.jstrokecerebrovasdis.2014.09.016] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2014] [Accepted: 09/11/2014] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Little is known about the regional variations in ischemic stroke care in Japan. This study investigates the regional variations and associations among outcomes, care processes, spending, and physician workforce availability in acute ischemic stroke care. METHODS Using administrative claims data from National Claims Database, we identified National Health Insurance beneficiaries aged 65 years and older and Long Life Medical Care System beneficiaries from 9 prefectures who had been hospitalized for acute ischemic stroke between April 2010 and March 2012. Patients were grouped according to their subprefectural regions of residence known as secondary medical areas (SMAs). Performances in 8 outcome and process of care measures were analyzed in each SMA. Multilevel regression models with 2 levels (patient and regional) were used to analyze age- and sex-adjusted in-hospital mortality, hospitalization spending, and tissue plasminogen activator (tPA) utilization rate. The associations between regional supply of physicians for stroke care and the various quality measures were investigated. RESULTS We analyzed 49,440 acute ischemic stroke patients. The regional variations among SMAs in in-hospital mortality, spending, and tPA utilization were 3.2-, 1.7-, and 5.9-fold, respectively. Higher physician supply was significantly associated with lower in-hospital mortality and higher spending. Additionally, spending had a significantly negative correlation with regional continuity of care planning rate but a significantly positive correlation with rehabilitation rate. CONCLUSIONS The study revealed substantial regional variations in Japanese ischemic stroke care. Improving the allocative efficiency of physicians and establishing continuity of care networks may be useful in mitigating regional disparities and reconstructing the stroke care system.
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