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Kazemi Z, Emamgholipour S, Daroudi R, Yunesian M, Hassanvand MS. Estimation and determinants of direct hospitalisation cost for coronary heart disease in a low-middle-income country: evidence from a nationwide study in Iranian hospitals. BMJ Open 2024; 14:e074711. [PMID: 39117417 PMCID: PMC11407203 DOI: 10.1136/bmjopen-2023-074711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 07/14/2024] [Indexed: 08/10/2024] Open
Abstract
BACKGROUND Coronary heart disease (CHD) is the most prevalent type of cardiovascular disease in Iran. This study aims to investigate the estimation and determinants of direct hospitalisation cost for patients with CHD in Iranian hospitals. METHODS We identified patients with CHD in Iran in 2019-2020. Data were gathered from the Iran Health Insurance Organisation information systems and the Ministry of Health and Medical Education. This was a cross-sectional prevalence-based study. Generalised linear models were used to find the determinants of hospitalisation cost for patients with CHD. A total of 86 834 patients suffering from CHD were studied. RESULTS Mean hospitalisation cost per CHD patient was US$382.90±US$500.72 while the mean daily hospitalisation cost per CHD patient was US$89.71±US$89.99. In-hospital mortality of CHD was 2.52%. Hospitalisation accommodation and medications had the highest share of hospitalisation costs (25.59% and 22.63%, respectively). Men spent 1.12 (95% CI 1.11 to 1.13) times more on hospitalisation costs compared with women, and individuals aged 60 to 69 had hospitalisation costs 1.04 (95% CI 1.02 to 1.06) times higher than those in the 0-49 age range. Patients insured by the Iranian Fund have significantly higher costs 1.17 (95% CI 1.14 to 1.19) than the Rural fund. Hospitalisation costs for patients with CHD who received surgery and angiography were significantly 2.36 (95% CI 2.30 to 2.43) times higher than for patients who did not undergo surgery and angiography. CONCLUSION Applying CHD prevention strategies for men and the middle-aged population (50-70 years) is strongly recommended. Prudent use and prescribing of medications will be helpful to reduce hospitalisation cost.
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Affiliation(s)
- Zohreh Kazemi
- Department of Health Information Technology, Ferdows Faculty of Medical Sciences, Birjand University of Medical Sciences, Birjand, Iran (the Islamic Republic of)
- Department of Health Management, policy and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran (the Islamic Republic of)
| | - Sara Emamgholipour
- Department of Health Management, policy and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran (the Islamic Republic of)
| | - Rajabali Daroudi
- Department of Health Management, policy and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran (the Islamic Republic of)
- National Center for Health Insurance Research, Tehran, Iran (the Islamic Republic of)
| | - Masud Yunesian
- Department of Environmental Health Engineering, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran (the Islamic Republic of)
- Center for Air Pollution Research (CAPR), Institute for Environmental Research (IER), Tehran University of Medical Sciences, Tehran, Iran (the Islamic Republic of)
| | - Mohammad Sadegh Hassanvand
- Department of Environmental Health Engineering, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran (the Islamic Republic of)
- Center for Air Pollution Research (CAPR), Institute for Environmental Research (IER), Tehran University of Medical Sciences, Tehran, Iran (the Islamic Republic of)
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Oami T, Abe T, Nakada TA, Imaeda T, Aizimu T, Takahashi N, Yamao Y, Nakagawa S, Ogura H, Shime N, Umemura Y, Matsushima A, Fushimi K. Association between hospital spending and in-hospital mortality of patients with sepsis based on a Japanese nationwide medical claims database study. Heliyon 2024; 10:e23480. [PMID: 38170111 PMCID: PMC10758802 DOI: 10.1016/j.heliyon.2023.e23480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 12/01/2023] [Accepted: 12/05/2023] [Indexed: 01/05/2024] Open
Abstract
Background The effect of hospital spending on the mortality rate of patients with sepsis has not yet been fully elucidated. We hypothesized that hospitals that consume more medical resources would have lower mortality rates among patients with sepsis. Methods This retrospective study used administrative data from 2010 to 2017. The enrolled hospitals were divided into quartiles based on average daily medical cost per sepsis case. The primary and secondary outcomes were the average in-hospital mortality rate of patients with sepsis and the effective cost per survivor among the enrolled hospitals, respectively. A multiple regression model was used to determine the significance of the differences among hospital categories to adjust for baseline imbalances. Results Among 997 hospitals enrolled in this study, the crude in-hospital mortality rates were 15.7% and 13.2% in the lowest and highest quartiles of hospital spending, respectively. After adjusting for confounding factors, the highest hospital spending group demonstrated a significantly lower in-hospital mortality rate than the lowest hospital spending group (coefficient = -0.025, 95% confidence interval [CI] -0.034 to -0.015; p < 0.0001). Similarly, the highest hospital spending group was associated with a significantly higher effective cost per survivor than the lowest hospital spending group (coefficient = 77.7, 95% CI 73.1 to 82.3; p < 0.0001). In subgroup analyses, hospitals with a small or medium number of beds demonstrated a consistent pattern with the primary test, whereas those with a large number of beds or academic affiliations displayed no association. Conclusions Using a nationwide Japanese medical claims database, this study indicated that hospitals with greater expenditures were associated with a superior survival rate and a higher effective cost per survivor in patients with sepsis than those with lower expenditures. In contrast, no correlations between hospital spending and mortality were observed in hospitals with a large number of beds or academic affiliations.
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Affiliation(s)
- Takehiko Oami
- Department of Emergency and Critical Care Medicine, Chiba University Graduate School of Medicine, Chiba, Japan
| | - Toshikazu Abe
- Health Services Research and Development Center, University of Tsukuba, Tsukuba, Japan
- Department of Emergency and Critical Care Medicine, Tsukuba Memorial Hospital, Tsukuba, Japan
| | - Taka-aki Nakada
- Department of Emergency and Critical Care Medicine, Chiba University Graduate School of Medicine, Chiba, Japan
| | - Taro Imaeda
- Department of Emergency and Critical Care Medicine, Chiba University Graduate School of Medicine, Chiba, Japan
| | - Tuerxun Aizimu
- Department of Emergency and Critical Care Medicine, Chiba University Graduate School of Medicine, Chiba, Japan
| | - Nozomi Takahashi
- Department of Emergency and Critical Care Medicine, Chiba University Graduate School of Medicine, Chiba, Japan
| | - Yasuo Yamao
- Department of Emergency and Critical Care Medicine, Chiba University Graduate School of Medicine, Chiba, Japan
| | - Satoshi Nakagawa
- Department of Critical Care Medicine, National Center for Child Health and Development, Tokyo, Japan
| | - Hiroshi Ogura
- Department of Traumatology and Acute Critical Medicine, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Nobuaki Shime
- Department of Emergency and Critical Care Medicine, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Yutaka Umemura
- Department of Traumatology and Acute Critical Medicine, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Asako Matsushima
- Department of Emergency and Critical Care, Nagoya City University Graduate School of Medical Sciences, Aichi, Japan
| | - Kiyohide Fushimi
- Department of Health Policy and Informatics, Tokyo Medical and Dental University Graduate School of Medical and Dental Sciences, Tokyo, Japan
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Tjessum L, Agewall S. Evaluation of a Structuralized Sick-Leave Programme Compared with usual Care Sick-Leave Management for Patients after an Acute Myocardial Infarction. J Rehabil Med 2023; 55:jrm4569. [PMID: 37486246 PMCID: PMC10405811 DOI: 10.2340/jrm.v55.4569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Accepted: 04/21/2023] [Indexed: 07/25/2023] Open
Abstract
OBJECTIVE To compare a structuralized sick-leave programme with usual care sick-leave management in patients after an acute myocardial infarction. We hypothesize that a structured sick-leave programme will yield a faster return to work without negatively affecting quality of life. METHODS Patients admitted to Oslo University Hospital due to an acute myocardial infarction were included in the study. Patients were randomized into an intervention group or a conventional care group. Patients randomized to the intervention group were provided with a standard programme with full-time sick leave for 2 weeks after discharge and then encouraged to return to work. The sick leave of the conventional group was mainly managed by their general practitioner. RESULTS A total of 143 patients were included in the study. The conventional care group had a mean of 20.4 days absent from work, while that of the intervention group was significantly lower, with a mean of 17.2 days (p < 0.001) absent. There was no significant change in quality of life between the groups. CONCLUSION These findings strengthen the case for structuralized follow-up of patients with acute myocardial infarction, as this will have positive economic consequences for the patient and society as a whole, without making quality of life worse. Further investigation, with a larger study population, is warranted to determine the extent of health benefits conferred by early return to work.
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Affiliation(s)
- Lars Tjessum
- Oslo University Hospital Ullevål, Oslo and Institute of Clinical Sciences, University of Oslo, Oslo, Norway
| | - Stefan Agewall
- Oslo University Hospital Ullevål, Oslo and Institute of Clinical Sciences, University of Oslo, Oslo, Norway.
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Rognoni C, Segantin G, Scarsini R, Valgimigli M, Loizzi F, Costa F, Armeni P. Cost-effectiveness analysis of pressure-controlled intermittent coronary sinus occlusion in elective percutaneous coronary intervention. Expert Rev Pharmacoecon Outcomes Res 2023; 23:1101-1111. [PMID: 37589294 DOI: 10.1080/14737167.2023.2249612] [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: 03/29/2023] [Revised: 07/17/2023] [Accepted: 08/14/2023] [Indexed: 08/18/2023]
Abstract
OBJECTIVES Percutaneous coronary intervention (PCI) represents the standard treatment for ST-elevated myocardial infarction, nevertheless, mortality and heart failures are frequent. Pressure-controlled intermittent coronary sinus occlusion (PiCSO) might reduce infarct size showing better patients' outcomes. We evaluated the cost-effectiveness of PCI+PiCSO compared to PCI from the National Healthcare Service (NHS) perspective in Italy. METHODS A Markov model was developed to estimate life years (LYs), quality-adjusted life years (QALYs) and costs. A micro-costing analysis has been performed to inform the cost of PCI+PiCSO procedure. Sensitivity analyses were performed to test the robustness of the model results. RESULTS Considering a willingness-to-pay threshold of 50,000€/QALY for the ICUR and a cost for PCI+PiCSO procedure of 14,654€, the innovative strategy may be cost-effective compared to PCI alone from the Italian NHS perspective, showing an ICUR of 17,530€/QALY (ICER 14,631€/LY) over a lifetime horizon; the probabilistic sensitivity analysis showed that PCI+PiCSO is cost-effective in 78.8% of simulations.Considering the above mentioned willingness-to-pay threshold, PCI+PiCSO strategy would be cost-effective over a lifetime horizon considering a cost for PCI+PiCSO procedure lower than 28,160€. CONCLUSION PCI+PiCSO procedure may be considered a cost-effective technology that allows reducing cardiac events, while improving patients' life expectancy and quality of life.
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Affiliation(s)
- Carla Rognoni
- Centre for Research on Health and Social Care Management (CERGAS), SDA Bocconi School of Management, Bocconi University, Milan, Italy
| | - Gaia Segantin
- Centre for Research on Health and Social Care Management (CERGAS), SDA Bocconi School of Management, Bocconi University, Milan, Italy
| | - Roberto Scarsini
- Azienda Ospedaliera Universitaria di Verona, Dipartimento di Cardiologia, Verona, Italia
| | - Marco Valgimigli
- EOC - Ente Ospedaliero Cantonale - Ospedale Regionale di Lugano, Istituto Cardiocentro Ticino, Lugano, Svizzera
| | - Francesco Loizzi
- EOC - Ente Ospedaliero Cantonale - Ospedale Regionale di Lugano, Istituto Cardiocentro Ticino, Lugano, Svizzera
| | - Francesco Costa
- Centre for Research on Health and Social Care Management (CERGAS), SDA Bocconi School of Management, Bocconi University, Milan, Italy
| | - Patrizio Armeni
- Centre for Research on Health and Social Care Management (CERGAS), SDA Bocconi School of Management, Bocconi University, Milan, Italy
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Zuin M, di Fusco SA, De Caterina R, Roncon L, Rigatelli G, Colivicchi F, Bilato C. Declining trends of premature mortality from ischemic heart disease and regional differences in Italy from 2011 to 2017. Int J Cardiol 2023:S0167-5273(23)00649-6. [PMID: 37164294 DOI: 10.1016/j.ijcard.2023.04.059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 03/08/2023] [Accepted: 04/30/2023] [Indexed: 05/12/2023]
Abstract
AIMS Data regarding the premature mortality (<65 years of age) due to ischemic heart disease (IHD) in Italy are scant. We sought to analyze the incidence of premature death due to IHD in Italy and its time trend between years 2011 and 2017. METHODS AND RESULTS We used the free publicly available EUROSTAT death certificate database to examine premature age-adjusted IHD mortality rates (per 100.000) and relative average annual percentage change (AAPC) in Italy from 2011 to 2017 using ICD-codes I20-I25. Over the study period, the proportional IHD-related mortality rates decline from 8.09% to 7.1% in the entire population (p for trend 0.012), showing a significant reduction in women (from 4.06% to 3.40%, p for trend: 0.02) but not in men (from 10.3% to 9.3%, p for trend 0.062). The age-adjusted IHD mortality rate decreased with an AAPC of -4.1 per year [(95% CI, -5.1 to -3.0), p < 0.001], resulting more pronounced in women [AAPC: -4.4 per year (95% CI: -6.4 to -2.3,), p = 0.001)] than in men [AAPC: -3.7 per year (95% CI: -5.4 to -2.0, p = 0.003)]. Age-adjusted IHD premature death rates above the 90th percentile were distributed in Italian southern regions and islands of Italy while premature death rates below the 10th percentile were clustered in the western and northeastern regions of the country. CONCLUSIONS In Italy, premature IHD-related mortality remains an important contributor to overall mortality. Age-adjusted mortality declined in the last decade, especially in the northern regions and among women. Moreover, a marked region-level variations were observed.
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Affiliation(s)
- Marco Zuin
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy; Department of Cardiology, West Vicenza Hospital, Arzignano, Italy.
| | | | - Raffaele De Caterina
- University of Pisa and University Cardiology Division, Pisa University Hospital, Pisa, Italy
| | - Loris Roncon
- Department of Cardiology, Santa Maria della Misericorida Hospital, Rovigo, Italy
| | | | - Furio Colivicchi
- Clinical and Rehabilitation Cardiology Unit, San Filippo Neri Hospital, Rome, Italy
| | - Claudio Bilato
- Department of Cardiology, West Vicenza Hospital, Arzignano, Italy
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Cygańska M, Kludacz-Alessandri M, Pyke C. Healthcare Costs and Health Status: Insights from the SHARE Survey. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:1418. [PMID: 36674169 PMCID: PMC9864144 DOI: 10.3390/ijerph20021418] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Revised: 12/30/2022] [Accepted: 01/07/2023] [Indexed: 06/17/2023]
Abstract
The substantial rise in hospital costs over recent years is associated with the rapid increase in the older age population. This study addresses an empirical gap in the literature concerning the determinants of high hospital costs in a group of older patients in Europe. The objective of the study is to examine the association of patient health status with in-hospital costs among older people across European countries. We used the data from the Survey of Health, Ageing and Retirement in Europe (SHARE) database. The analysis included 9671 patients from 18 European countries. We considered socio-demographic, lifestyle and clinical variables as possible factors influencing in-hospital costs. Univariate and multivariable logistic regression analyses were used to determine the determinants of in-hospital costs. To benchmark the hospital costs across European countries, we used the cost-outlier methodology. Rates of hospital cost outliers among older people varies from 5.80 to 12.65% across Europe. Factors associated with extremely high in-patient costs differ among European countries. In most countries, they include the length of stay in the hospital, comorbidities, functional mobility and physical activity. The treatment of older people reporting heart attack, diabetes, chronic lung disease and cancer are more often connected with cost outliers. The risk of being a cost outlier increased by 20% with each day spent in the hospital. We advocate that including patient characteristics in the reimbursement system could provide a relatively simple strategy for reducing hospitals' financial risk connected with exceptionally costly cases.
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Affiliation(s)
- Małgorzata Cygańska
- Department of Finance, Economics and Finance Institute, The Faculty of Economics University o Warmia and Mazury in Olsztyn, 10-719 Olsztyn, Poland
| | | | - Chris Pyke
- Lancashire School of Business and Enterprise, University of Central Lancashire, Preston PR1 2HE, UK
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The Impact of China's Zero Markup Drug Policy on Hospitalization Expenses for Inpatients in Tertiary Public Hospitals: Evidence Based on Quantile Difference-in-Difference Models. Healthcare (Basel) 2021; 9:healthcare9070908. [PMID: 34356286 PMCID: PMC8307609 DOI: 10.3390/healthcare9070908] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 07/12/2021] [Accepted: 07/14/2021] [Indexed: 11/17/2022] Open
Abstract
Objectives: The aim of this study was to determine the impact of the Zero Markup drug (ZMD) policy on hospitalization expenses for inpatients in tertiary Chinese hospitals. Methods: Using the administrative data from hospital electronic health records (EHRs) between 2015 and 2017, we implemented the quantile difference-in-differences (QDID) estimators to evaluate the impact of the ZMD policy on hospitalization expenses while controlling for patient-level and hospital-level characteristics. Results: According to the QDID models, the introduction of ZMD policy significantly induced lower drug costs for all inpatients especially at the 50th (-USD 507.84 (SE = USD 90.91), 75th (-USD 844.77 (SE = USD 149.70), and 90th (-USD 1400.00 (SE = USD 209.97)) percentiles of the overall distributions. However, the total hospitalization, diagnostic, treatment, material and services expenses for inpatients were significantly higher for the treated group than the control group. This tendency was more pronounced for inpatients in tertiary hospitals with lower expenses (in the 10th, 25th and 50th percentiles). Conclusion: The implementation of ZMD policy alone may not be enough to change the medical service providers’ profit-driven behavior. The targeted supervision of hospital costs by the Chinese health administration department should be strengthened to avoid unreasonable hospital charges.
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Nuti S, Noto G, Grillo Ruggieri T, Vainieri M. The Challenges of Hospitals' Planning & Control Systems: The Path toward Public Value Management. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18052732. [PMID: 33800430 PMCID: PMC7967456 DOI: 10.3390/ijerph18052732] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Revised: 02/26/2021] [Accepted: 03/02/2021] [Indexed: 01/21/2023]
Abstract
In the last decades, public management has been subjected to a shift from the New Public Management (NPM) paradigm to the Public Value Management (PVM) one. Thus, management practices such as Planning and Control (P&C) systems have been called to evolve accordingly. The health care sector has not escaped this process. This paper focuses on the evolution of hospitals’ P&C systems to support the paradigm shift from the NPM paradigm to the PVM one. In particular, the paper aims at exploring whether hospitals’ P&C systems in Italy evolved, or are evolving, consistently with PVM and what are the expected benefits related to such a paradigm switch. To address the research aim, the paper is based on a review of scientific and grey literature and the case study of the diabetic-foot pathway in an Italian Regional Healthcare System. The results of this study show that the current P&C systems in Italian hospitals are not yet designed to support the shift toward the PVM approach and are still mainly focused on financial aspects and intra-organizational dynamics. Combining traditional P&Cs with performance measures assessing the system’s outcomes may support hospitals in aligning their goals with the health system they are operating within and, therefore, P&C systems may represent an important driving force toward change. Such results provide suggestions for both practitioners and academics on how to adapt P&C systems to better support the implementation of current strategies of the public sector.
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Affiliation(s)
- Sabina Nuti
- Management and Health laboratory, Institute of Management—Department Embeds, Sant’Anna School of Advanced Studies, 56127 Pisa, Italy;
| | - Guido Noto
- Department of Economics, University of Messina, 98122 Messina, Italy;
| | - Tommaso Grillo Ruggieri
- Progettazione e Sviluppo del Sistema Informativo, Gestione dei DWH e dei Sistemi Decisionali, 16121 Genoa, Italy;
| | - Milena Vainieri
- Management and Health laboratory, Institute of Management—Department Embeds, Sant’Anna School of Advanced Studies, 56127 Pisa, Italy;
- Correspondence: ; Tel.: +39-050883889
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De Rosis S, Guidotti E, Zuccarino S, Venturi G, Ferré F. Waiting time information in the Italian NHS: A citizen perspective. Health Policy 2020; 124:796-804. [PMID: 32624247 DOI: 10.1016/j.healthpol.2020.05.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Revised: 05/04/2020] [Accepted: 05/11/2020] [Indexed: 12/01/2022]
Abstract
Public involvement in the management and communication of waiting times is known to support initiatives to reduce waiting times, as well as increase fairness and promote transparency and accountability. In order to improve transparency and communication to citizens, Italy recently updated the National Regulatory Plan for Waiting Lists (2019-2021), which calls for the disclosure of waiting time information on healthcare provider webpages. This study analyses waiting time information for outpatient visits and digital services available on the institutional website pages of 144 public healthcare organisations in nine regions and two autonomous provinces of Italy. Web pages were analysed both in terms of the available information/services, using a grid, and in terms of the quality of the text using an advanced readability assessment tool (READ-IT). This information was complemented and validated by regional healthcare key informants during research-specific workshops. Waiting time information disclosure, digital services and text readability varied both within and between the regional healthcare systems and organisations. The types and characteristics of waiting time information and statistics vary considerably with a negative impact on their use for benchmarking and their readability and usability for booking purposes. Overall, communication weaknesses due to low harmonization and clarity of information can undermine efforts in effectively informing and involving the public through online waiting time data disclosure.
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Affiliation(s)
- Sabina De Rosis
- Management and Health Laboratory, Institute of Management and Department EMbeDS, Scuola Superiore Sant'Anna, Pisa, Italy
| | - Elisa Guidotti
- Management and Health Laboratory, Institute of Management and Department EMbeDS, Scuola Superiore Sant'Anna, Pisa, Italy.
| | - Sara Zuccarino
- Management and Health Laboratory, Institute of Management and Department EMbeDS, Scuola Superiore Sant'Anna, Pisa, Italy
| | - Giulia Venturi
- Italian Natural Language Processing Laboratory (ItaliaNLP Lab), Institute of Computational Linguistics "A. Zampolli" (ILC-CNR), Pisa, Italy
| | - Francesca Ferré
- Management and Health Laboratory, Institute of Management and Department EMbeDS, Scuola Superiore Sant'Anna, Pisa, Italy
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