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Scala A, Bifulco G, Borrelli A, Egidio R, Triassi M, Improta G. Use of artificial intelligence to study the hospitalization of women undergoing caesarean section. BMC Public Health 2025; 25:238. [PMID: 39833764 PMCID: PMC11749650 DOI: 10.1186/s12889-025-21530-z] [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: 08/24/2023] [Accepted: 01/17/2025] [Indexed: 01/22/2025] Open
Abstract
OBJECTIVE The incidence of caesarean sections (CSs) has increased significantly in recent years, especially in developed countries. This study aimed to identify the factors that most influence the length of hospital stay (LOS) after a CS, using data from 9,900 women who underwent CS at the "Federico II" University Hospital of Naples between 2014 and 2021. METHODS Various artificial intelligence models were employed to analyze the relationships between the LOS and a set of independent variables, including maternal and foetal characteristics. The analysis focused on identifying the model with the best predictive performance and specific comorbidities impacting LOS. RESULTS A multiple linear regression model determined the highest R-value (0.815), indicating a strong correlation between the identified variables and LOS. Significant predictors of LOS included abnormal foetuses, cardiovascular disease, respiratory disorders, hypertension, haemorrhage, multiple births, preeclampsia, previous delivery complications, surgical complications, and preoperative LOS. In terms of classification models, the decision tree yielded the highest accuracy (75%). CONCLUSIONS The study concluded that certain comorbidities, such as cardiovascular disease and preeclampsia, significantly impact LOS following a CS. These findings can assist hospital management in optimizing resource allocation and reducing costs by focusing on the most influential factors.
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Affiliation(s)
- Arianna Scala
- Department of Public Health, University of Naples Federico II, Naples, 80131, Italy.
| | - Giuseppe Bifulco
- Department of Public Health, University of Naples Federico II, Naples, 80131, Italy
| | - Anna Borrelli
- "Federico II" University Hospital, Naples, 80131, Italy
| | | | - Maria Triassi
- Department of Public Health, University of Naples Federico II, Naples, 80131, Italy
- Interdepartmental Center for Research in Healthcare Management and Innovation in Healthcare (CIRMIS), University of Naples Federico II, Naples, 80131, Italy
| | - Giovanni Improta
- Department of Public Health, University of Naples Federico II, Naples, 80131, Italy
- Interdepartmental Center for Research in Healthcare Management and Innovation in Healthcare (CIRMIS), University of Naples Federico II, Naples, 80131, Italy
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Simangolwa WM, Mbonigaba J, Govender K. Health technology assessment for sexual reproductive health and rights benefits package design in sub-Saharan Africa: A scoping review of evidence-informed deliberative processes. PLoS One 2024; 19:e0306042. [PMID: 38935794 PMCID: PMC11210850 DOI: 10.1371/journal.pone.0306042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 06/10/2024] [Indexed: 06/29/2024] Open
Abstract
BACKGROUND Health technology assessment uses a multidisciplinary approach to support health benefits package design towards universal health coverage. The evidence-informed deliberative process framework has been used alongside Health technology assessment to enhance stakeholder participation and deliberations in health benefits package design. Applying the evidence-informed deliberative framework for Health assessment could support the morally diverse sexual reproductive health and rights (SRHR) benefits package design process. However, evidence on participation and deliberations for stakeholders in health technology assessment for SRHR benefits package design has not been curated in sub-Saharan Africa. This study synthesises literature to fill this gap. METHODS This scoping review applies the preferred reporting items for systematic reviews and meta-analyses extension for scoping reviews, and deductive analysis following the evidence-informed deliberative processes framework. The search strategy uses the Guttmacher-Lancet Commission-proposed comprehensive definition of SRHR and the World Health Organisation's universal health coverage compendium of SRHR interventions to generate search terms. Six databases and biographical hand searches were used to identify studies in Sub-Saharan Africa from 1994. RESULTS A total of 14 studies met the inclusion criteria. Evidence for yearly public budgets and explicit SRHR health technology assessment processes was not found. In 12 of the studies reviewed, new advisory committees were set up specifically for health technology assessment for SRHR priority-setting and benefits package design. In all decision-making processes reviewed, the committee member roles, participation and deliberations processes, and stakeholder veto powers were not clearly defined. Patients, the public, and producers of health technology were often excluded in the health technology assessment for the SRHR benefits package design. Most health technology assessment processes identified at least one decision-making criterion but failed to use this in their selection and appraisal stages for SRHR benefits design. The identification, selection, and scoping stages in health technology assessment for SRHR were non-existent in most studies. In 11 of the 14 processes of the included studies, stakeholders were dissatisfied with the health policy recommendation from the appraisal process in health technology assessment. Perceived benefits for evidence-informed deliberative processes included increased stakeholder engagement and fairness in decision-making. CONCLUSION To support the integration of diverse social values in health technology assessment for fairer SRHR benefits package design, evidence from this review suggests the need to institutionalise health technology assessment, establish prioritisation decision criteria, involve all relevant stakeholders, and standardise the process and assessment methodological approaches.
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Affiliation(s)
| | - Josue Mbonigaba
- College of Law and Management Sciences, University of KwaZulu Natal, Durban, South Africa
| | - Kaymarlin Govender
- Health Economics and HIV/AIDs Research Division, University of KwaZulu Natal, Durban, South Africa
- College of Law and Management Sciences, University of KwaZulu Natal, Durban, South Africa
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DiStefano MJ, Zemplenyi A, McQueen RB. Assessing clinical benefit in the Medicare Drug Price Negotiation Program: A 2-step approach for improving transparency, consistency, and meaningful patient engagement. J Manag Care Spec Pharm 2024; 30:252-258. [PMID: 38241282 PMCID: PMC10906446 DOI: 10.18553/jmcp.2024.23255] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2024]
Abstract
In early 2024, the Centers for Medicare & Medicaid Services (CMS) will send initial price offers to the manufacturers of the first 10 drugs selected for the Medicare Drug Price Negotiation Program, established under the Inflation Reduction Act. However, CMS has not specified exactly how it will adjust the starting point for an initial price offer based on assessment of a drug's clinical benefit. This article addresses unanswered questions relating to CMS' methods for assessing clinical benefit. Specifically, we address how CMS can weigh various measures of evidence, ensure transparency and consistency, meaningfully incorporate patient and other stakeholder perspectives, and support addressing evidence gaps. We propose a 2-step approach for assessing the overall clinical benefit of a selected drug compared with its therapeutic alternatives that builds on the framework outlined by CMS. In step 1, CMS would evaluate conventional clinical benefit, defined in terms of outcomes commonly used in clinical studies for the selected drug and indications. In step 2, CMS would evaluate other outcomes broadly related to patient experience that are not adequately represented in the clinical literature. Overall, our approach incorporates the advantages of both qualitative and quantitative approaches to value assessment and decision-making. We describe a set of loose decision rules to improve transparency and consistency, recommend incorporating ranks and weights to signal to researchers and manufacturers which elements of clinical benefit and sources of data are the most important, and center meaningful deliberation with clinical experts, patients, and caregivers.
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Affiliation(s)
- Michael J. DiStefano
- Center for Pharmaceutical Outcomes Research, Department of Clinical Pharmacy, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora
| | - Antal Zemplenyi
- Center for Pharmaceutical Outcomes Research, Department of Clinical Pharmacy, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora
- Syreon Research Institute, Budapest, Hungary
| | - R. Brett McQueen
- Center for Pharmaceutical Outcomes Research, Department of Clinical Pharmacy, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora
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DiStefano MJ, Zemplenyi A, Anderson KE, Mendola ND, Nair KV, McQueen RB. Alternative approaches to measuring value: an update on innovative methods in the context of the United States Medicare drug price negotiation program. Expert Rev Pharmacoecon Outcomes Res 2024; 24:171-180. [PMID: 37961908 DOI: 10.1080/14737167.2023.2283584] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 11/10/2023] [Indexed: 11/15/2023]
Abstract
INTRODUCTION The United States has begun assessing the value of pharmaceuticals to inform negotiated prices in the Medicare program. Given strong political objections in the United States to the use of QALYs, Medicare will need to adopt an alternative approach to measuring value. AREAS COVERED In this narrative review, we identified six alternative approaches to measuring value (equal value life-years, health years in total, generalized risk-adjusted cost-effectiveness, severity weighting based on absolute or proportional shortfall, comparative effectiveness based on conventional clinical endpoints, and comparative effectiveness based on both conventional endpoints and patient-centric value elements) and five criteria for assessing these approaches (responsiveness to concerns about discrimination, feasibility, transparency, flexibility, and the ability to incorporate factors beyond traditional value elements). EXPERT OPINION Four of the alternatives are broadly aligned with the cost-effectiveness framework, but none fully addresses all aspects of the stated concerns that QALYs may be used to unintentionally implement discrimination. We note, however, that the extent to which these concerns lead to discrimination in practice is unknown. Finally, we recommend an approach for measuring value in terms of comparative effectiveness that combines quantitative ranking and weighting of distinct criteria (including patient-centric value elements) with deliberation.
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Affiliation(s)
- Michael J DiStefano
- Center for Pharmaceutical Outcomes Research, Department of Clinical Pharmacy, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, USA
| | - Antal Zemplenyi
- Center for Pharmaceutical Outcomes Research, Department of Clinical Pharmacy, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, USA
- Center for Health Technology Assessment and Pharmacoeconomics Research, Faculty of Pharmacy, University of Pécs, Pécs, Hungary
| | - Kelly E Anderson
- Center for Pharmaceutical Outcomes Research, Department of Clinical Pharmacy, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, USA
| | - Nicholas D Mendola
- Center for Pharmaceutical Outcomes Research, Department of Clinical Pharmacy, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, USA
| | - Kavita V Nair
- Department of Neurology, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, USA
| | - Robert Brett McQueen
- Center for Pharmaceutical Outcomes Research, Department of Clinical Pharmacy, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, USA
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Fuentes JL, Sánchez-Pérez Y. The complexity of ethical assessment: Interdisciplinary challenge for character education. Nurs Ethics 2024; 31:65-78. [PMID: 38111341 DOI: 10.1177/09697330231197710] [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] [Indexed: 12/20/2023]
Abstract
The assessment of learning in the ethical domain is one of the most complex aspects to attend in the educational context. In recent years, character education has contributed greatly to different social disciplines, such as education or nursing. However, the development of this approach has run up against several obstacles and limitations, as there is little evidence regarding its long-term effectiveness or its evaluation. This essay aims to identify some of the main difficulties to assess learning in the ethical domain, as obstacles and possible constraints to Aristotelian-based character education. Methodology is analytical and of a philosophical-educational nature, based on which an argumentative analysis is constructed from the bibliographical review of the contributions of classical and contemporary authors. Results show the existence of four major problems and ten associated subproblems, both of an external nature linked to the contextual factors of assessment, and of an internal nature that affect the essence of the process itself, which highlight the difficulty of carrying out assessments of an ethical kind. Far from proposing a pessimistic position, we argue a realistic vision that allows educators at different educational levels to be aware of the limits and critical points of evaluation in the ethical domain.
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DiStefano MJ. Moral and Social Values in Evidence-Informed Deliberative Processes for Health Benefit Package Design Comment on "Evidence-Informed Deliberative Processes for Health Benefit Package Design - Part II: A Practical Guide". Int J Health Policy Manag 2022; 12:7480. [PMID: 37579447 PMCID: PMC10125053 DOI: 10.34172/ijhpm.2022.7480] [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: 06/18/2022] [Accepted: 11/27/2022] [Indexed: 08/16/2023] Open
Abstract
An evidence-informed deliberative process (EDP) is defined as "a practical and stepwise approach for health technology assessment (HTA) bodies to enhance legitimate health benefit package design based on deliberation between stakeholders to identify, reflect and learn about the meaning and importance of values, informed by evidence on these values." In this commentary, I discuss some considerations for EDPs that arise from acknowledging the difference between social and moral values. First, the best practices for implementing EDPs may differ depending on whether the approach is grounded in moral versus social values. Second, the goals of deliberation may differ when focused on moral versus social values. I conclude by offering some considerations for future research to support the use of EDPs in practice, including the need to assess how different approaches to appraisal (eg, more quantitative versus qualitative) impact perceptions of the value of deliberation itself.
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Affiliation(s)
- Michael J. DiStefano
- Department of Health Policy & Management, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
- Berman Institute of Bioethics, Johns Hopkins University, Baltimore, MD, USA
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