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van der Mark CJEM, Vermeulen H, Hendriks PHJ, Oostveen CJV. Measuring perceived adequacy of staffing to incorporate nurses' judgement into hospital capacity management: a scoping review. BMJ Open 2021; 11:e045245. [PMID: 33879488 PMCID: PMC8061817 DOI: 10.1136/bmjopen-2020-045245] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND Matching demand and supply in nursing work continues to generate debate. Current approaches focus on objective measures, such as nurses per occupied bed or patient classification. However, staff numbers do not tell the whole staffing story. The subjective measure of nurses' perceived adequacy of staffing (PAS) has the potential to enhance nurse staffing methods in a way that goes beyond traditional workload measurement or workforce planning methods. OBJECTIVES To detect outcomes associated with nurses' PAS and the factors that influence PAS and to review the psychometric properties of instruments used to measure PAS in a hospital setting. DESIGN AND METHODS A scoping review was performed to identify outcomes associated with PAS, factors influencing PAS and instruments measuring PAS. A search of PubMed, Cumulative Index to Nursing and Allied Health Literature (CINAHL), Business Source Complete and Embase databases identified 2609 potentially relevant articles. Data were independently extracted, analysed and synthesised. The quality of studies describing influencing factors or outcomes of PAS and psychometric properties of instruments measuring PAS were assessed following the National Institute for Health and Care Excellence quality appraisal checklist and the COnsensus-based Standards for the selection of health Measurement INstruments guidelines. RESULTS Sixty-three studies were included, describing 60 outcomes of PAS, 79 factors influencing PAS and 21 instruments measuring PAS. In general, positive PAS was related to positive outcomes for the patient, nurse and organisation, supporting the relevance of PAS as a staffing measure. We identified a variety of factors that influence PAS, including demand for care, nurse supply and organisation of care delivery. Associations between these factors and PAS were inconsistent. The quality of studies investigating the development and evaluation of instruments measuring PAS was moderate. CONCLUSIONS Measuring the PAS may enhance nurse staffing methods in a hospital setting. Further work is needed to refine and psychometrically evaluate instruments for measuring PAS.
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Affiliation(s)
- Carmen J E M van der Mark
- Department of Capacity Management, Rijnstate Hospital, Arnhem, The Netherlands
- Radboud Institute for Health Sciences, Scientific Center for Quality of Healthcare (IQ healthcare), Radboudumc, Nijmegen, The Netherlands
| | - Hester Vermeulen
- Radboud Institute for Health Sciences, Scientific Center for Quality of Healthcare (IQ healthcare), Radboudumc, Nijmegen, The Netherlands
- Faculty of Health and Social Studies, HAN University of Applied Sciences, Nijmegen, The Netherlands
| | - Paul H J Hendriks
- Institute for Management Research, Radboud University, Nijmegen, The Netherlands
| | - Catharina J van Oostveen
- Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, The Netherlands
- Spaarne Gasthuis Academy, Spaarne Gasthuis Hospital, Hoofddorp and Haarlem, The Netherlands
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van den Oetelaar WFJM, van Rhenen W, Stellato RK, Grolman W. Balancing workload of nurses: Linear mixed effects modelling to estimate required nursing time on surgical wards. Nurs Open 2020; 7:235-245. [PMID: 31871707 PMCID: PMC6917947 DOI: 10.1002/nop2.385] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2019] [Revised: 08/14/2019] [Accepted: 09/02/2019] [Indexed: 11/08/2022] Open
Abstract
Aim Quantifying the relation between patient characteristics and care time and explaining differences in nursing time between wards. Design Academic hospital in the Netherlands. Six surgical wards, capacity 15-30 beds, 2012-2014. Methods Linear mixed effects model to study the relation between patient characteristics and care time. Estimated marginal means to estimate baseline care time and differences between wards. Results Nine patient characteristics significantly related to care time. Most required between 18 and 35 min extra, except "two or more IV/drip/drain" (8) and "one-on-one care" (156). Care time for minimum patient profile: 44-57 min and for average patient profile: 75-88 min. Sources of variation: nurse proficiency, patients, day-to-day variation within patients. The set of characteristics is short, simple and useful for planning and comparing workload. Explained variance up to 36%. Calculating estimated means per ward has not been done before. Nurse proficiency is an important factor.
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Affiliation(s)
| | - Willem van Rhenen
- Center for Human Resource Organization and Management EffectivenessBusiness University NyenrodeBreukelenThe Netherlands
- Arbo UnieUtrechtThe Netherlands
| | - Rebecca K. Stellato
- University Medical Center UtrechtUniversity of UtrechtUtrechtThe Netherlands
| | - Wilko Grolman
- University Medical Center UtrechtUniversity of UtrechtUtrechtThe Netherlands
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Pompermaier L, Elmasry M, Abdelrahman I, Fredrikson M, Sjöberg F, Steinvall I. Are there any differences in the provided burn care between men and women? A retrospective study. BURNS & TRAUMA 2018; 6:22. [PMID: 30123802 PMCID: PMC6088398 DOI: 10.1186/s41038-018-0125-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Accepted: 07/13/2018] [Indexed: 12/22/2022]
Abstract
Background Disparity between medical treatment for men and women has been recorded worldwide. However, it is difficult to find out if the disparities in both the use of resources and outcome depend entirely on sex-related discrimination. Our aim was to investigate if there are differences in burn treatments between the sexes. Methods All patients admitted with burns to Linköping University Hospital during the 16-year period 2000–2015 were included. Interventions were prospectively recorded using the validated Burn SCoring system (BSC). Data were analysed using a multivariable panel regression model adjusted for age, percentage total body surface area (%TBSA), and in-hospital mortality. Results A total of 1363 patients were included, who generated a total of 22,301 daily recordings while they were inpatients. Males were 70% (930/1363). Sex was not an independent factor for daily scores after adjustment for age, %TBSA, and mortality in hospital (model R2=0.60, p < 0.001). Conclusion We found no evidence of inequity between the sexes in treatments given in our burn centre when we had adjusted for size of burn, age, and mortality. BSC seems to be an appropriate model in which to evaluate sex-related differences in the delivery of treatments.
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Affiliation(s)
- Laura Pompermaier
- 1Department of Plastic Surgery, Hand Surgery, and Burns, Linköping University, Linköping, Sweden.,2Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden.,5the Burn Centre, Linköping University Hospital, 58185 Linköping, Sweden
| | - Moustafa Elmasry
- 1Department of Plastic Surgery, Hand Surgery, and Burns, Linköping University, Linköping, Sweden.,2Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden
| | - Islam Abdelrahman
- 2Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden.,3Department of Surgery, Plastic Surgery Unit, Suez Canal University, Ismailia, Egypt
| | - Mats Fredrikson
- 2Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden
| | - Folke Sjöberg
- 1Department of Plastic Surgery, Hand Surgery, and Burns, Linköping University, Linköping, Sweden.,2Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden.,4Department of Anaesthesia and Intensive Care, Linköping University, Linköping, Sweden
| | - Ingrid Steinvall
- 1Department of Plastic Surgery, Hand Surgery, and Burns, Linköping University, Linköping, Sweden.,2Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden
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4
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Bail K, Draper B, Berry H, Karmel R, Goss J. Predicting excess cost for older inpatients with clinical complexity: A retrospective cohort study examining cognition, comorbidities and complications. PLoS One 2018; 13:e0193319. [PMID: 29474407 PMCID: PMC5825075 DOI: 10.1371/journal.pone.0193319] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Accepted: 02/08/2018] [Indexed: 01/17/2023] Open
Abstract
BACKGROUND Hospital-acquired complications increase length of stay and contribute to poorer patient outcomes. Older adults are known to be at risk for four key hospital-acquired complications (pressure injuries, pneumonia, urinary tract infections and delirium). These complications have been identified as sensitive to nursing characteristics such as staffing levels and level of education. The cost of these complications compared to the cost of admission severity, dementia, other comorbidities or age has not been established. METHOD To investigate costs associated with nurse-sensitive hospital-acquired complications in an older patient population 157,178 overnight public hospital episodes for all patients over age 50 from one Australian state, 2006/07 were examined. A retrospective cohort study design with linear regression analysis provided modelling of length-of-stay costs. Explanatory variables included patient age, sex, comorbidities, admission severity, dementia status, surgical status and four complications. Extra costs were based on above-average length-of-stay for each patient's Diagnosis Related Group from hospital discharge data. RESULTS For adults over 50 who have length of stay longer than average for their diagnostic condition, comorbid dementia predicts an extra cost of A$874, (US$1,247); any one of four key complications predicts A$812 (US$1,159); each increase in admission severity score predicts A$295 ($US421); each additional comorbidity predicts A$259 (US$370), and for each year of age above 50 predicts A$20 (US$29) (all estimates significant at p<0.0001). DISCUSSION Hospital-acquired complications and dementia cost more than other kinds of inpatient complexity, but admission severity is a better predictor of excess cost. Because complications are potentially preventable and dementia care in hospitals can be improved, risk-reduction strategies for common complications, particularly for patients with dementia could be cost effective. CONCLUSIONS Complications and dementia were found to cost more than other kinds of inpatient complexity.
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Affiliation(s)
- Kasia Bail
- Health Research Institute, University of Canberra, Canberra, Australia
| | - Brian Draper
- School of Psychiatry University of New South Wales, Academic Department for Old Age Psychiatry, Prince of Wales Hospital, Sydney, Australia
| | - Helen Berry
- Professor of Climate Change and Mental Health, Sydney School of Public Health, Sydney Medical School, University of Sydney, Sydney, Australia
| | - Rosemary Karmel
- Australian Institute of Health and Welfare, Canberra, Australia
| | - John Goss
- Health Research Institute, University of Canberra, Canberra, Australia
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Validation of the burn intervention score in a National Burn Centre. Burns 2018; 44:1159-1166. [PMID: 29475745 DOI: 10.1016/j.burns.2018.02.001] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2017] [Revised: 01/11/2018] [Accepted: 02/02/2018] [Indexed: 11/20/2022]
Abstract
The Linköping burn score has been used for two decades to calculate the cost to the hospital of each burned patient. Our aim was to validate the Burn Score in a dedicated Burn Centre by analysing the associations with burn-specific factors: percentage of total body surface area burned (TBSA%), cause of injury, patients referred from other (non-specialist) centres, and survival, to find out which of these factors resulted in higher scores. Our second aim was to analyse the variation in scores of each category of care (surveillance, respiration, circulation, wound care, mobilisation, laboratory tests, infusions, and operation). We made a retrospective analysis of all burned patients admitted during the period 2000-15. Multivariable regression models were used to analyse predictive factors for an increased daily burn score, the cumulative burn score (the sum of the daily burn scores for each patient) and the total burn score (total sum of burn scores for the whole group throughout the study period) in addition to sub-analysis of the different categories of care that make up the burn score. We retrieved 22301 daily recordings for inpatients. Mobilisation and care of the wound accounted for more than half of the total burn score during the study. Increased TBSA% and age over 45 years were associated with increased cumulative (model R2 0.43, p<0.001) and daily (model R2 0.61, p<0.001) burn scores. Patients who died had higher daily burn scores, while the cumulative burn score decreased with shorter duration of hospital stay (p<0.001). To our knowledge this is the first long term analysis and validation of a system for scoring burn interventions in patients with burns that explores its association with the factors important for outcome. Calculations of costs are based on the score, and it provides an indicator of the nurses' workload. It also gives important information about the different dimensions of the care provided from thorough investigation of the scores for each category.
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van Oostveen CJ, Vermeulen H, Nieveen van Dijkum EJM, Gouma DJ, Ubbink DT. Factors determining the patients' care intensity for surgeons and surgical nurses: a conjoint analysis. BMC Health Serv Res 2015; 15:395. [PMID: 26384492 PMCID: PMC4575441 DOI: 10.1186/s12913-015-1052-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2014] [Accepted: 09/11/2015] [Indexed: 11/10/2022] Open
Abstract
Background Surgeons and nurses sometimes perceive a high workload on the surgical wards, which may influence admission decisions and staffing policy. This study aimed to explore the relative contribution of various patient and care characteristics to the perceived patients’ care intensity and whether differences exist in the perception of surgeons and nurses. Methods We invited surgeons and surgical nurses in the Netherlands for a conjoint analysis study through internet and e-mail invitations. They rated 20 virtual clinical scenarios regarding patient care intensity on a 10-point Likert scale. The scenarios described patients with 5 different surgical conditions: cholelithiasis, a colon tumor, a pancreas tumor, critical leg ischemia, and an unstable vertebral fracture. Each scenario presented a mix of 13 different attributes, referring to the patients’ condition, physical symptoms, and admission and discharge circumstances. Results A total of 82 surgeons and 146 surgical nurses completed the questionnaire, resulting in 4560 rated scenarios, 912 per condition. For surgeons, 6 out of the 13 attributes contributed significantly to care intensity: age, polypharmacy, medical diagnosis, complication level, ICU-stay and ASA-classification, but not multidisciplinary care. For nurses, the same six attributes contributed significantly, but also BMI, nutrition status, admission type, patient dependency, anxiety or delirium during hospitalization, and discharge type. Both professionals ranked ‘complication level’ as having the highest impact. Discussion The differences between surgeons and nurses on attributes contributing to care intensity may be explained by differences in professional roles and daily work activities. Surgeons have a medical background, including technical aspects of their work and primary focus on patient curation. However, nurses are focused on direct patient care, i.e., checking vital functions, stimulating self-care and providing woundcare. Conclusions Surgeons and nurses differ in their perception of patients’ care intensity. Appreciation of each other’s differing interpretations might improve collaboration between doctors and nurses and may help managers to match hospital resources and personnel. Electronic supplementary material The online version of this article (doi:10.1186/s12913-015-1052-4) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Catharina J van Oostveen
- Department of Surgery, Academic Medical Center, P.O box 22700, 1100 DE, Amsterdam, The Netherlands.
| | - Hester Vermeulen
- Department of Surgery, Academic Medical Center, P.O box 22700, 1100 DE, Amsterdam, The Netherlands. .,Amsterdam School of Health Professions, University of Amsterdam, P.O box 22700, 1100 DE, Amsterdam, The Netherlands.
| | | | - Dirk J Gouma
- Department of Surgery, Academic Medical Center, P.O box 22700, 1100 DE, Amsterdam, The Netherlands.
| | - Dirk T Ubbink
- Department of Surgery, Academic Medical Center, P.O box 22700, 1100 DE, Amsterdam, The Netherlands.
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Shipway DJH, Partridge JSL, Foxton CR, Modarai B, Gossage JA, Challacombe BJ, Marx C, Dhesi JK. Do surgical trainees believe they are adequately trained to manage the ageing population? A UK survey of knowledge and beliefs in surgical trainees. JOURNAL OF SURGICAL EDUCATION 2015; 72:641-647. [PMID: 25887505 DOI: 10.1016/j.jsurg.2015.01.019] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2014] [Revised: 01/27/2015] [Accepted: 01/28/2015] [Indexed: 06/04/2023]
Abstract
OBJECTIVE Increasing numbers of older patients are undergoing surgery. Older surgical patients are at a higher risk of perioperative complications and mortality. Multimorbidity, frailty, and physiological changes of ageing contribute to adverse outcomes. These complications are predominantly medical, rather than directly surgical. Guidelines recommend preoperative assessment of comorbidity, disability, and frailty in older patients undergoing surgery and closer perioperative collaboration between surgeons and geriatricians. We conducted a survey to assess knowledge and beliefs of surgical trainees toward common perioperative problems encountered in older surgical patients. DESIGN Paper-based survey. SETTING Unselected UK surgical training-grade physicians (CT1-ST8) attending the 2013 Congress of The Association of Surgeons of Great Britain and Ireland, Glasgow, UK, May 1-3, 2013. PARTICIPANTS A total of 160 eligible UK surgical trainees attending the conference were invited to participate in the survey. Of them, 157 participated. RESULTS Of the trainees, 68% (n = 107) reported inadequate training and 89.2% (n = 140) supported the inclusion of geriatric medicine issues in surgical curricula. Of the respondents, 77.2% (n = 122) were unable to correctly identify the key features required to demonstrate mental capacity, and only 3 of 157 respondents were familiar with the diagnostic criteria for delirium. Support from geriatric medicine was deemed necessary (84.7%, n = 133) but often inadequate (68.2%, n = 107). Surgical trainees support closer collaboration with geriatric medicine and shared care of complex, older patients (93.6%, n = 147). CONCLUSIONS UK surgical trainees believe that they receive inadequate training in the perioperative management of complex, older surgical patients and are inadequately supported by geriatric medicine physicians. In this survey sample, trainee knowledge of geriatric issues such as delirium and mental capacity was poor. Surgical trainees support the concept of closer liaison and shared care of complex, older patients with geriatric medicine physicians. Changes to surgical training and service development are needed.
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Affiliation(s)
- D J H Shipway
- Department of Ageing and Health, Guy's and St Thomas' NHS Foundation Trust, Guy's Hospital, Great Maze Pond, London, United Kingdom.
| | - J S L Partridge
- Department of Ageing and Health, Guy's and St Thomas' NHS Foundation Trust, Guy's Hospital, Great Maze Pond, London, United Kingdom; Division of Health and Social Care Research, Kings College, London, United Kingdom
| | - C R Foxton
- Department of Ear, Nose and Throat Surgery, Royal United Hospital Bath NHS Trust, Combe Park Bath, Somerset, United Kingdom
| | - B Modarai
- Department of Vascular Surgery, Guy's and St Thomas' NHS Foundation Trust, St Thomas' Hospital, London, United Kingdom
| | - J A Gossage
- Department of Upper Gastrointestinal Surgery, Guy's and St Thomas' NHS Foundation Trust, St Thomas' Hospital, London, United Kingdom
| | - B J Challacombe
- Department of Urology, Guy's and St Thomas' NHS Foundation Trust, Guy's Hospital, Great Maze Pond, London, United Kingdom
| | - C Marx
- Royal College of Surgeons of England, London, United Kingdom; Department of Orthopaedic Surgery, Ipswich Hospital NHS Trust, Ipswich, Suffolk, United Kingdom
| | - J K Dhesi
- Department of Ageing and Health, Guy's and St Thomas' NHS Foundation Trust, Guy's Hospital, Great Maze Pond, London, United Kingdom
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van Oostveen CJ, Gouma DJ, Bakker PJ, Ubbink DT. Quantifying the demand for hospital care services: a time and motion study. BMC Health Serv Res 2015; 15:15. [PMID: 25608889 PMCID: PMC4311505 DOI: 10.1186/s12913-014-0674-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2014] [Accepted: 12/17/2014] [Indexed: 11/17/2022] Open
Abstract
Background The actual amount of care hospitalised patients need is unclear. A model to quantify the demand for hospital care services among various clinical specialties would avail healthcare professionals and managers to anticipate the demand and costs for clinical care. Methods Three medical specialties in a Dutch university hospital participated in this prospective time and motion study. To include a representative sample of patients admitted to clinical wards, the most common admission diagnoses were selected from the most recent update of the national medical registry (LMR) of ICD-10 admission diagnoses. The investigators recorded the time spent by physicians and nurses on patient care. Also the costs involved in medical and nursing care, (surgical) interventions, and diagnostic procedures as an estimate of the demand for hospital care services per hospitalised patient were calculated and cumulated. Linear regression analysis was applied to determine significant factors including patient and healthcare outcome characteristics. Results Fifty patients on the Surgery (19), Pediatrics (17), and Obstetrics & Gynecology (14) wards were monitored during their hospitalization. Characteristics significantly associated with the demand for healthcare were: polypharmacy during hospitalization, complication severity level, and whether a surgical intervention was performed. Conclusions A set of predictors of the demand for hospital care services was found applicable to different clinical specialties. These factors can all be identified during hospitalization and be used as a managerial tool to monitor the patients’ demand for hospital care services and to detect trends in time.
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Affiliation(s)
- Catharina J van Oostveen
- Department of Quality Assurance & Process Innovation, Academic Medical Center, P.O box 22700, 1100 DE, Amsterdam, The Netherlands. .,Department of Surgery, Academic Medical Center, Room G4-130, P.O box 22700, 1100 DE, Amsterdam, The Netherlands.
| | - Dirk J Gouma
- Department of Surgery, Academic Medical Center, Room G4-130, P.O box 22700, 1100 DE, Amsterdam, The Netherlands.
| | - Piet J Bakker
- Department of Quality Assurance & Process Innovation, Academic Medical Center, P.O box 22700, 1100 DE, Amsterdam, The Netherlands.
| | - Dirk T Ubbink
- Department of Quality Assurance & Process Innovation, Academic Medical Center, P.O box 22700, 1100 DE, Amsterdam, The Netherlands. .,Department of Surgery, Academic Medical Center, Room G4-130, P.O box 22700, 1100 DE, Amsterdam, The Netherlands.
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van Oostveen CJ, Ubbink DT, Huis in het Veld JG, Bakker PJ, Vermeulen H. Factors and models associated with the amount of hospital care services as demanded by hospitalized patients: a systematic review. PLoS One 2014; 9:e98102. [PMID: 24878506 PMCID: PMC4039449 DOI: 10.1371/journal.pone.0098102] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2013] [Accepted: 04/28/2014] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND Hospitals are constantly being challenged to provide high-quality care despite ageing populations, diminishing resources, and budgetary restraints. While the costs of care depend on the patients' needs, it is not clear which patient characteristics are associated with the demand for care and inherent costs. The aim of this study was to ascertain which patient-related characteristics or models can predict the need for medical and nursing care in general hospital settings. METHODS We systematically searched MEDLINE, Embase, Business Source Premier and CINAHL. Pre-defined eligibility criteria were used to detect studies that explored patient characteristics and health status parameters associated to the use of hospital care services for hospitalized patients. Two reviewers independently assessed study relevance, quality with the STROBE instrument, and performed data analysis. RESULTS From 2,168 potentially relevant articles, 17 met our eligibility criteria. These showed a large variety of factors associated with the use of hospital care services; models were found in only three studies. Age, gender, medical and nursing diagnoses, severity of illness, patient acuity, comorbidity, and complications were the characteristics found the most. Patient acuity and medical and nursing diagnoses were the most influencing characteristics. Models including medical or nursing diagnoses and patient acuity explain the variance in the use of hospital care services for at least 56.2%, and up to 78.7% when organizational factors were added. CONCLUSIONS A larger variety of factors were found to be associated with the use of hospital care services. Models that explain the extent to which hospital care services are used should contain patient characteristics, including patient acuity, medical or nursing diagnoses, and organizational and staffing characteristics, e.g., hospital size, organization of care, and the size and skill mix of staff. This would enable healthcare managers at different levels to evaluate hospital care services and organize or reorganize patient care.
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Affiliation(s)
| | - Dirk T. Ubbink
- Department of Surgery, Academic Medical Center, Amsterdam, The Netherlands
- Department of Quality Assurance & Process Innovation Academic Medical Center, Amsterdam, The Netherlands
| | - Judith G. Huis in het Veld
- Department of Quality Assurance & Process Innovation Academic Medical Center, Amsterdam, The Netherlands
| | - Piet J. Bakker
- Department of Quality Assurance & Process Innovation Academic Medical Center, Amsterdam, The Netherlands
| | - Hester Vermeulen
- Department of Surgery, Academic Medical Center, Amsterdam, The Netherlands
- Department of Quality Assurance & Process Innovation Academic Medical Center, Amsterdam, The Netherlands
- Amsterdam School of Health Professions, University of Amsterdam, Amsterdam, The Netherlands
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Forestier G, Lalys F, Riffaud L, Louis Collins D, Meixensberger J, Wassef SN, Neumuth T, Goulet B, Jannin P. Multi-site study of surgical practice in neurosurgery based on surgical process models. J Biomed Inform 2013; 46:822-9. [PMID: 23810856 DOI: 10.1016/j.jbi.2013.06.006] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2013] [Revised: 06/11/2013] [Accepted: 06/12/2013] [Indexed: 11/26/2022]
Abstract
Surgical Process Modelling (SPM) was introduced to improve understanding the different parameters that influence the performance of a Surgical Process (SP). Data acquired from SPM methodology is enormous and complex. Several analysis methods based on comparison or classification of Surgical Process Models (SPMs) have previously been proposed. Such methods compare a set of SPMs to highlight specific parameters explaining differences between populations of patients, surgeons or systems. In this study, procedures performed at three different international University hospitals were compared using SPM methodology based on a similarity metric focusing on the sequence of activities occurring during surgery. The proposed approach is based on Dynamic Time Warping (DTW) algorithm combined with a clustering algorithm. SPMs of 41 Anterior Cervical Discectomy (ACD) surgeries were acquired at three Neurosurgical departments; in France, Germany, and Canada. The proposed approach distinguished the different surgical behaviors according to the location where surgery was performed as well as between the categorized surgical experience of individual surgeons. We also propose the use of Multidimensional Scaling to induce a new space of representation of the sequences of activities. The approach was compared to a time-based approach (e.g. duration of surgeries) and has been shown to be more precise. We also discuss the integration of other criteria in order to better understand what influences the way the surgeries are performed. This first multi-site study represents an important step towards the creation of robust analysis tools for processing SPMs. It opens new perspectives for the assessment of surgical approaches, tools or systems as well as objective assessment and comparison of surgeon's expertise.
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