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Decision-Analytical Modelling of Medicines in the Middle East: A Systematic Review of Economic Evaluation Studies 中东地区药物决策分析模型:经济评价研究的系统综述。
IF 3.3 4区 医学 Q1 ECONOMICS Pub Date : 2025-04-12 DOI: 10.1007/s40258-024-00940-x
Zainab Abdali, Tuba Saygın Avşar, Sue Jowett, Muslim Syed, Khalifa Elmusharaf, Louise Jackson

Background

Economic evaluations through decision-analytical models have played a limited role in shaping healthcare resource optimisation and reimbursement decisions in the Middle East.

Objective

This review aims to systematically examine economic evaluation studies focusing on decision-analytical models of medicines in the Middle East, defining methodological characteristics and appraising the quality of the identified models.

Methods

A systematic review approach was employed to identify published decision-analytical models of medicines in the Middle East. Six databases were searched (MEDLINE, EMBASE, Econlit, Web of Science, Global Health Cost-Effectiveness Analysis Registry and the Global Index Medicus) from 1998 to July 2024. Studies meeting the inclusion criteria—full economic evaluations of medicines using decision-analytical models in the Middle East—were considered. Data were extracted and tabulated to include study characteristics and methodological specifications, and data were narratively analysed. The Philips checklist was used to assess the quality of studies.

Results

Sixty-three decision-analytical modelling studies of medicines were identified and reviewed, from eight Middle Eastern countries, with the majority (90%) conducted in Iran, Saudi Arabia, Qatar and Egypt. The cost-effectiveness of medications for non-communicable diseases was explored in 77% of the models. Gross domestic product-based cost-effectiveness thresholds were commonly used, and international sources provided data on intervention effectiveness and health outcomes, while national sources were mainly used for the costs of resource use. Most models incorporated an assessment of parameter uncertainty, whereas other types of uncertainty were not explored. Studies from high-income countries were generally of higher quality than those from middle-income countries.

Conclusions

The number of published decision-analytical models in the Middle East was low, considering the available medicinal products and disease burden. Key elements related to the quality of decision-analytical models, including analysis of the model structure, appropriateness of model inputs and uncertainty assessment, were not consistently fulfilled. Recommendations are provided to enhance the quality of future economic evaluation studies. This includes strengthening the existing health economics capacities, establishing country-specific health technology assessment systems (where possible), and initiating collaborations to generate national cost and outcome data.

PROSPERO registration: CRD42021283904.

背景:通过决策分析模型的经济评价在塑造中东地区医疗资源优化和报销决策方面发挥了有限的作用。目的:本综述旨在系统地审查以中东地区药物决策分析模型为重点的经济评价研究,定义方法特征并评价所确定模型的质量。方法:采用系统评价方法对已发表的中东地区药物决策分析模型进行鉴定。从1998年至2024年7月检索了6个数据库(MEDLINE, EMBASE, Econlit, Web of Science,全球卫生成本-效果分析注册表和全球索引Medicus)。考虑了符合纳入标准的研究——中东地区使用决策分析模型对药物进行全面经济评价。数据被提取并制成表格,包括研究特征和方法规范,并对数据进行叙述性分析。采用Philips检查表评估研究质量。结果:确定并审查了来自8个中东国家的63项药物决策分析建模研究,其中大多数(90%)在伊朗、沙特阿拉伯、卡塔尔和埃及进行。77%的模型探讨了非传染性疾病药物的成本效益。通常使用以国内生产总值为基础的成本效益阈值,国际来源提供了有关干预效果和健康结果的数据,而国家来源主要用于资源使用成本。大多数模型纳入了对参数不确定性的评估,而其他类型的不确定性则未进行探讨。来自高收入国家的研究通常比来自中等收入国家的研究质量更高。结论:考虑到可获得的药品和疾病负担,中东地区发表的决策分析模型数量较少。与决策分析模型质量相关的关键要素,包括模型结构分析、模型输入的适当性和不确定性评估,没有始终如一地得到满足。提出了提高今后经济评价研究质量的建议。这包括加强现有的卫生经济学能力,(在可能的情况下)建立针对具体国家的卫生技术评估系统,以及发起协作以产生国家成本和结果数据。普洛斯彼罗注册号:CRD42021283904。
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引用次数: 0
Financial Viability of Private Hospitals Operating Under India’s National Health Insurance Scheme Ayushman Bharat Pradhan Mantri-Jan Arogya Yojana (AB PM-JAY) 在印度国家健康保险计划下运营的私立医院的财务可行性(AB PM-JAY)
IF 3.3 4区 医学 Q1 ECONOMICS Pub Date : 2025-04-11 DOI: 10.1007/s40258-025-00966-9
Gaurav Jyani, Praveen Gedam, Sameer Sharma, Jyoti Dixit, Shankar Prinja

Background

Private hospitals account for 46% of all hospitals empanelled in India’s national health insurance scheme and contribute to 54% of all the hospitalizations under it. However, insufficient package prices are often cited as a constraint to viable hospital operations. This study assesses the financial viability of establishing such hospitals at district level, with a focus on determining the break-even threshold by forecasting the financial trajectory of hospitals.

Methods

By utilizing primary data from 27 district hospitals across nine states in India on cost of providing healthcare services, a blend of bottom-up and top-down micro-costing methods was used to estimate financial cost across input resource categories, including land procurement, building construction, human resources, equipment, drugs, consumables, maintenance, and overheads. Revenue from inpatient services was estimated using healthcare provider payment rates under India’s largest tax-funded health insurance scheme, coupled with patient volume data stratified by distinct diseases across different specialties. Revenue projections from outpatient services were extrapolated as a fixed proportion of their inpatient counterparts. A 10-year evaluation framework was employed to forecast the hospital operations using revenue–expenditure perspective. Sensitivity analyses were undertaken to assess the extent of variations in the output owing to varying bed-occupancy levels and doctor-to-bed ratios.

Results

For a model 100-bed private hospital operating at district level, the average annual expenditure and revenue are projected to be at Indian Rupee (₹)85.27 million (US $1.03 million) and ₹104.36 million (US $1.26 million), respectively, for the initial 10 years. Human resources constitute the primary share (40%) of total expenditure, followed by spending on drugs and consumables (20%). A sequential evaluation of annual revenue and expenditure reveals that hospitals reach breakeven by their fourth operational year, subsequently transitioning into a profitable phase.

Conclusions

The study suggests a viable financial trajectory for private hospitals at district level, following the pricing structure of government-sponsored health insurance scheme.

背景:私立医院占印度国家医疗保险计划中所有医院的46%,占该计划下所有住院人数的54%。然而,包装价格不足往往被认为是限制可行的医院运营的一个因素。本研究评估了在地区一级建立此类医院的财务可行性,重点是通过预测医院的财务轨迹来确定盈亏平衡阈值。方法:通过利用印度9个邦27家地区医院提供医疗保健服务成本的原始数据,采用自下而上和自上而下混合的微观成本计算方法来估算所有投入资源类别的财务成本,包括土地采购、建筑施工、人力资源、设备、药品、消耗品、维护和管理费用。根据印度最大的税收资助医疗保险计划,利用医疗保健提供者的支付率,加上按不同专业的不同疾病分层的患者数量数据,估算了住院服务的收入。门诊服务的收入预测被推断为其住院服务的固定比例。采用10年评价框架,从收支角度预测医院运营情况。进行了敏感性分析,以评估因床位占用率和医生与床位比率不同而导致产出变化的程度。结果:对于在地区一级运营的100张床位的示范私立医院,预计前10年的平均年支出和收入分别为印度卢比(8527万卢比)(103万美元)和1.0436亿卢比(126万美元)。人力资源占总支出的主要份额(40%),其次是药品和消耗品支出(20%)。对年度收入和支出的连续评估表明,医院在运营的第四个年头达到收支平衡,随后过渡到盈利阶段。结论:本研究为区级民营医院提供了一条遵循政府医保定价结构的可行财务轨迹。
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引用次数: 0
Guiding Health Resource Allocation: Using Population Net Health Benefit to Align Disease Burden with Cost Effectiveness for Informed Decision Making 指导卫生资源分配:利用人口净健康效益使疾病负担与知情决策的成本效益相一致。
IF 3.3 4区 医学 Q1 ECONOMICS Pub Date : 2025-04-09 DOI: 10.1007/s40258-025-00964-x
Megha Rao, Simon Walker, Karl Claxton, Simon Bland, Jessica Ochalek, Andrew Phillips, Mark Sculpher, Paul Revill

Limited healthcare resources necessitate a strategic approach to their allocation. This paper highlights the importance of population net health benefit (NHB) metric as a means of aligning two existing concepts used for resource prioritization in health: burden of disease and cost effectiveness. By explicitly incorporating health opportunity costs and eligible patient population size, NHB provides a clearer understanding of the likely scale of impact of interventions on population health. Moreover, when expressed in disability-adjusted life years (DALYs) averted, NHB enables policymakers to effectively communicate the population-level health gains from interventions relative to the existing disease burden. Using a stylized example, we demonstrate the estimation of population NHB for four alternative health interventions and its use in resource allocation decisions. The analysis reveals how variations in patient population size and health opportunity costs can significantly impact NHB estimates, ultimately influencing resource allocation decisions. The results further illustrate how NHB can be expressed as a proportion of the total disease burden, allowing for the consideration of the percentage of the overall burden addressed by each intervention. The paper demonstrates how population NHB combines cost effectiveness with components of disease burden, offering a more comprehensive approach to health intervention selection and implementation. As countries move towards universal health coverage, this metric can aid policymakers in making informed, evidence-based decisions.

有限的医疗资源需要采取战略方法来分配。本文强调了人口净健康效益(NHB)指标的重要性,这是一种调整卫生资源优先次序的两个现有概念的手段:疾病负担和成本效益。通过明确纳入健康机会成本和符合条件的患者人口规模,NHB提供了对干预措施对人口健康影响的可能规模的更清晰理解。此外,当以避免的残疾调整生命年(DALYs)表示时,NHB使决策者能够有效地传达相对于现有疾病负担的干预措施在人口层面的健康收益。使用一个程式化的例子,我们展示了四种替代健康干预措施的人口NHB估计及其在资源分配决策中的使用。分析揭示了患者群体规模和健康机会成本的变化如何显著影响NHB估计,最终影响资源分配决策。结果进一步说明了如何将NHB表示为总疾病负担的一部分,允许考虑每个干预措施所解决的总负担的百分比。本文展示了人口NHB如何将成本效益与疾病负担的组成部分相结合,为卫生干预的选择和实施提供了更全面的方法。随着各国向全民健康覆盖迈进,这一指标可以帮助决策者做出知情的、基于证据的决策。
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引用次数: 0
Design Patents: A Potential Threat to Drug Competition 外观设计专利:对药品竞争的潜在威胁。
IF 3.3 4区 医学 Q1 ECONOMICS Pub Date : 2025-04-08 DOI: 10.1007/s40258-025-00967-8
Janet Freilich, Aaron S. Kesselheim
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引用次数: 0
Alternative Payment Models for Innovative Medicines: A Framework for Effective Implementation 创新药物的替代支付模式:有效实施框架。
IF 3.3 4区 医学 Q1 ECONOMICS Pub Date : 2025-04-02 DOI: 10.1007/s40258-025-00960-1
Frederick McElwee, Amanda Cole, Gomathi Kaliappan, Andrea Masters, Lotte Steuten

Scientific advancements offer significant opportunities for better patient outcomes, but also present new challenges for value assessment, affordability and access. Alternative payment models (APMs) can offer solutions to the ensuing payer challenges. However, a comprehensive framework that matches the spectrum of challenges with the right solution, and places them within a framework for implementation, is currently missing. To fill this gap, we propose evidence-based steps for the effective selection and implementation of APMs. First, contracting challenges should be identified and mapped to potential APM solutions. We developed a decision guide that can serve as a starting point to articulate core problems and map these to APM solutions. The main problem categories identified are: budget impact and uncertainty, value uncertainty, and the scope of value assessment and negotiation. Sub-categories include affordability, uncertainty of effectiveness, and patient heterogeneity, which map onto APM solutions such as outcome-based agreements, instalments, and subscription models. Just as important are the subsequent identification and assessment of the feasibility of potential solutions as well as collaboration to reach agreement on the terms of the APM and lay the groundwork for effective implementation. We adduce recent examples of APM implementation as evidence of how commonly cited implementation barriers can be overcome by applying pragmatic design choices and collaboration. This step-by-step framework can aid payers and manufacturers in the process of effectively identifying, agreeing on, and implementing APMs to advance patient access to cost-effective medicines, while at the same time providing appropriate incentives to support future innovation.

科学进步为改善患者预后提供了重要机会,但也对价值评估、可负担性和可及性提出了新的挑战。替代支付模式(APMs)可以为随后的付款人挑战提供解决方案。然而,目前缺乏一个将各种挑战与正确的解决方案相匹配并将其置于实施框架内的全面框架。为了填补这一空白,我们提出了有效选择和实施apm的循证步骤。首先,应确定合同挑战,并将其映射到潜在的APM解决方案中。我们开发了一个决策指南,可以作为阐明核心问题并将其映射到APM解决方案的起点。确定的主要问题类别是:预算影响和不确定性,价值不确定性,价值评估和谈判的范围。子类别包括可负担性、有效性的不确定性和患者异质性,这些都映射到APM解决方案,如基于结果的协议、分期付款和订阅模式。同样重要的是,随后确定和评估潜在解决方案的可行性,以及就APM的条款达成协议并为有效执行奠定基础的合作。我们引用了最近的APM实现的例子,作为通过应用实用的设计选择和协作来克服常见的实现障碍的证据。这一循序渐进的框架可以帮助支付方和制造商有效地确定、商定和实施apm,以促进患者获得具有成本效益的药物,同时提供适当的激励措施,以支持未来的创新。
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引用次数: 0
The Cost and Cost-Effectiveness of Childbirth Settings: A Systematic Review 分娩环境的成本和成本效益:一项系统综述。
IF 3.3 4区 医学 Q1 ECONOMICS Pub Date : 2025-04-02 DOI: 10.1007/s40258-025-00957-w
Vanessa Scarf, Habtamu Kasaye, Kate Levett, Emily Callander

Background

To sustain positive progress toward sustainable development goals as envisioned in goal 3 and beyond, safe and affordable care during pregnancy and birth for women, their families, and health facilities and professionals is essential. In this systematic review, we report the best available evidence regarding the cost and cost-effectiveness of birth in various settings, including hospitals, birth centres, and homes for women at low risk of complications from high-, middle-, and low-income countries.

Methods

We conducted a systematic review of cost and economic evaluation papers, following the comprehensive search of online databases, including Medline, CINAHL, Embase, Scopus, and Google Scholar, and grey literature, using predetermined search strategies. Both partial and full economic evaluation studies were included, and we appraised them using Joanna Briggs Institute’s (JBI’s) critical appraisal checklists for economic evaluation studies. Although we attempted to pool total incremental net benefit, the results were synthesised narratively without a meta-analysis due to the high heterogeneity between primary studies.

Findings

From 2307 identified studies, 11 studies (13 country level records from 11 countries) were included. Both direct and indirect costs of childbirth at home, midwife-led birth units (MLBUs), and hospitals were reported. Ten studies showed that births in MLBUs were less costly than hospital births, while home births were also reported to be less costly than hospital births in seven studies. Regarding cost-effectiveness, in Bangladesh, MLBUs generally showed better outcomes at lower costs than hospital births, while one site had higher costs. In Pakistan and Uganda, MLBUs displayed mixed results, with some being cost-effective and others more costly with poorer outcomes. In the Netherlands, MLBUs were less costly but had poorer outcomes, whereas home births were less costly and more effective. In Belgium, MLBUs were less costly but less effective in reducing caesarean and instrumental births, though they did reduce epidural analgesia use cost-effectively.

Conclusions

Most studies found that births in MLBUs and at home were less costly than births in hospital. There is the potential for these settings to provide a cost-effective option for women through reduced intervention rates and favourable outcomes in high-income countries and could offer birthing options to women in low- and middle-income countries that includes care by skilled maternity practitioners in potentially more affordable settings.

背景:为了在实现目标3及以后所设想的可持续发展目标方面保持积极进展,妇女、其家庭、卫生设施和专业人员在怀孕和分娩期间获得安全和负担得起的护理至关重要。在本系统综述中,我们报告了关于在高、中、低收入国家的医院、分娩中心和低并发症风险妇女家庭等各种环境中分娩的成本和成本效益的最佳现有证据。方法:采用预先确定的检索策略,对Medline、CINAHL、Embase、Scopus和谷歌Scholar等在线数据库和灰色文献进行综合检索,对成本和经济评价论文进行系统综述。包括部分和全部经济评估研究,我们使用乔安娜布里格斯研究所(JBI)的经济评估研究关键评估清单对它们进行评估。尽管我们试图汇总总增量净收益,但由于主要研究之间的高度异质性,结果在没有荟萃分析的情况下进行了叙述性综合。结果:从2307项确定的研究中,纳入了11项研究(来自11个国家的13项国家级记录)。报告了在家中、助产士接生单位和医院分娩的直接和间接费用。10项研究表明,在多家医院分娩的费用低于住院分娩,而在7项研究中,在家分娩的费用也低于住院分娩。在成本效益方面,在孟加拉国,产妇分娩点一般比住院分娩成本更低,结果更好,但有一个分娩点的成本更高。在巴基斯坦和乌干达,MLBUs显示出好坏参半的结果,一些具有成本效益,而另一些成本较高,结果较差。在荷兰,MLBUs成本较低,但效果较差,而在家分娩成本较低,效果更好。在比利时,MLBUs成本较低,但在减少剖腹产和器械分娩方面效果较差,尽管它们确实经济有效地减少了硬膜外镇痛的使用。结论:大多数研究发现,在MLBUs和家中分娩比在医院分娩成本更低。这些环境有可能通过降低高收入国家的干预率和有利的结果,为妇女提供具有成本效益的选择,并可能为低收入和中等收入国家的妇女提供分娩选择,包括在可能更负担得起的环境中由熟练的产科医生护理。
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引用次数: 0
The Cost Effectiveness of Genomic Medicine in Cancer Control: A Systematic Literature Review 基因组医学在癌症控制中的成本效益:系统文献综述。
IF 3.1 4区 医学 Q1 ECONOMICS Pub Date : 2025-03-29 DOI: 10.1007/s40258-025-00949-w
Mackenzie Bourke, Aideen McInerney-Leo, Julia Steinberg, Tiffany Boughtwood, Vivienne Milch, Anna Laura Ross, Elena Ambrosino, Kim Dalziel, Fanny Franchini, Li Huang, Riccarda Peters, Francisco Santos Gonzalez, Ilias Goranitis

Background and Objective

Genomic medicine offers an unprecedented opportunity to improve cancer outcomes through prevention, early detection and precision therapy. Health policy makers worldwide are developing strategies to embed genomic medicine in routine cancer care. Successful translation of genomic medicine, however, remains slow. This systematic review aims to identify and synthesise published evidence on the cost effectiveness of genomic medicine in cancer control. The insights could support efforts to accelerate access to cost-effective applications of human genomics.

Methods

The study protocol was registered with PROSPERO (CRD42024480842), and the review was conducted in line with Preferred Reporting Items for Systematic Reviews and Meta Analyses (PRISMA) Guidelines. The search was run in four databases: MEDLINE, Embase, CINAHL and EconLit. Full economic evaluations of genomic technologies at any stage of cancer care, and published after 2018 and in English, were included for data extraction.

Results

The review identified 137 articles that met the inclusion criteria. Most economic evaluations focused on the prevention and early detection stage (n = 44; 32%), the treatment stage (n = 36; 26%), and managing relapsed, refractory or progressive disease (n = 51, 37%). Convergent cost-effectiveness evidence was identified for the prevention and early detection of breast and ovarian cancer, and for colorectal and endometrial cancers. For cancer treatment, the use of genomic testing for guiding therapy was highly likely to be cost effective for breast and blood cancers. Studies reported that genomic medicine was cost effective for advanced and metastatic non-small cell lung cancer. There was insufficient or mixed evidence regarding the cost effectiveness of genomic medicine in the management of other cancers.

Conclusions

This review mapped out the cost-effectiveness evidence of genomic medicine across the cancer care continuum. Gaps in the literature mean that potentially cost-effective uses of genomic medicine in cancer control, for example rare cancers or cancers of unknown primary, may be being overlooked. Evidence on the value of information and budget impact are critical, and advancements in methods to include distributional effects, system capacity and consumer preferences will be valuable. Expanding the current cost-effectiveness evidence base is essential to enable the sustainable and equitable translation of genomic medicine.

背景与目的:基因组医学通过预防、早期发现和精确治疗,为改善癌症预后提供了前所未有的机会。世界各地的卫生政策制定者正在制定将基因组医学纳入常规癌症治疗的战略。然而,基因组医学的成功翻译仍然缓慢。本系统综述旨在确定和综合已发表的关于基因组医学在癌症控制中的成本效益的证据。这些见解可以支持加快获得具有成本效益的人类基因组应用的努力。方法:研究方案在PROSPERO注册(CRD42024480842),按照系统评价和Meta分析(PRISMA)指南的首选报告项目进行综述。搜索在四个数据库中运行:MEDLINE, Embase, CINAHL和EconLit。纳入了2018年以后发表的基因组技术在癌症治疗任何阶段的完整经济评估,并以英文发表,用于数据提取。结果:本综述确定了137篇符合纳入标准的文献。大多数经济评价侧重于预防和早期发现阶段(n = 44;32%)、治疗阶段(n = 36;26%),以及治疗复发、难治性或进展性疾病(n = 51, 37%)。在乳腺癌和卵巢癌以及结直肠癌和子宫内膜癌的预防和早期发现方面,确定了趋同的成本效益证据。就癌症治疗而言,使用基因组测试指导治疗乳腺癌和血癌极有可能具有成本效益。研究报告称,基因组药物对晚期和转移性非小细胞肺癌具有成本效益。关于基因组医学在其他癌症治疗中的成本效益,证据不足或证据不一。结论:本综述列出了基因组医学在整个癌症治疗连续体中的成本效益证据。文献的空白意味着基因组医学在癌症控制中的潜在成本效益用途,例如罕见癌症或原发不明的癌症,可能被忽视了。关于信息价值和预算影响的证据至关重要,在包括分配效应、系统能力和消费者偏好的方法方面取得进展将是有价值的。扩大目前的成本效益证据基础对于实现基因组医学的可持续和公平转化至关重要。
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引用次数: 0
Young People’s Preferences for Web-Based Mental Health Interventions for Managing Anxiety and Depression: A Discrete Choice Experiment 年轻人对管理焦虑和抑郁的基于网络的心理健康干预的偏好:一个离散选择实验。
IF 3.3 4区 医学 Q1 ECONOMICS Pub Date : 2025-03-28 DOI: 10.1007/s40258-025-00958-9
Thi Quynh Anh Ho, Lidia Engel, Jemimah Ride, Long Khanh-Dao Le, Glenn Melvin, Ha N. D. Le, Cathrine Mihalopoulos

Objective

Anxiety and depression are prevalent in young people. Web-based mental health interventions (W-MHIs) have the potential to reduce anxiety and depression, yet the level of engagement remains low. This study aims to elicit young people’s preferences towards W-MHIs and the relative importance of intervention attributes in influencing choice.

Methods

A discrete choice experiment (DCE) was conducted online among young people aged 18–25 years who lived in Australia, self-reported experiences of anxiety and/or depression in the past 12 months and had an intention to use W-MHIs and/or previous experience with W-MHIs for managing anxiety and/or depression. Participants were recruited via social media and Deakin University notice boards. The DCE design comprised six attributes, including out-of-pocket cost, access to trained instructors (e.g., therapists, coaches) to help users stay engaged with the intervention, total time required to complete the intervention, initial screening, quizzes within the W-MHIs to check user’s understanding about the intervention content, and communication with other users. The DCE design consisted of three blocks, each with eight unlabelled choice tasks, each with two alternatives. Data were analysed using a mixed logit model.

Results

One hundred ninety-nine participants completed the DCE (mean age: 21.43 ± 2.29 years, 64.32% female). Lower cost, access to instructors, and moderate time required to complete the intervention (5 h) were significant facilitators. The W-MHIs including audio- or video-call access to instructors were 23 percentage points more likely to be chosen than those without and W-MHI with a moderate completion time (5 h) was 18 percentage points more likely to be chosen than one with a shorter time (2 h).

Conclusion

Our results highlight that low-cost W-MHIs with access to trained instructors and moderate completion time could increase uptake. More research is required to confirm these findings and examine whether these preferences vary across different population characteristics.

目的:焦虑和抑郁在年轻人中普遍存在。基于网络的心理健康干预(W-MHIs)具有减少焦虑和抑郁的潜力,但参与水平仍然很低。本研究旨在探讨年轻人对W-MHIs的偏好,以及干预属性在影响选择中的相对重要性。方法:对居住在澳大利亚的18-25岁的年轻人进行离散选择实验(DCE),这些年轻人在过去12个月内自我报告焦虑和/或抑郁经历,并有意使用W-MHIs和/或以前使用W-MHIs来管理焦虑和/或抑郁。参与者是通过社交媒体和迪肯大学的布告栏招募的。DCE设计包括六个属性,包括自付费用、获得训练有素的指导员(如治疗师、教练)以帮助用户参与干预、完成干预所需的总时间、初始筛选、W-MHIs内的测试以检查用户对干预内容的理解,以及与其他用户的沟通。DCE设计包括三个模块,每个模块有八个未标记的选择任务,每个模块有两个选项。数据分析采用混合logit模型。结果:199名参与者完成了DCE(平均年龄:21.43±2.29岁,女性64.32%)。较低的成本、获得指导和完成干预所需的适度时间(5小时)是重要的促进因素。包括教师音频或视频通话的W-MHI比没有的W-MHI的选择率高23个百分点,中等完成时间(5小时)的W-MHI比短时间(2小时)的W-MHI的选择率高18个百分点。结论:我们的研究结果强调,有训练有素的教师和中等完成时间的低成本W-MHI可以提高接受率。需要更多的研究来证实这些发现,并检查这些偏好是否在不同的人群特征中有所不同。
{"title":"Young People’s Preferences for Web-Based Mental Health Interventions for Managing Anxiety and Depression: A Discrete Choice Experiment","authors":"Thi Quynh Anh Ho,&nbsp;Lidia Engel,&nbsp;Jemimah Ride,&nbsp;Long Khanh-Dao Le,&nbsp;Glenn Melvin,&nbsp;Ha N. D. Le,&nbsp;Cathrine Mihalopoulos","doi":"10.1007/s40258-025-00958-9","DOIUrl":"10.1007/s40258-025-00958-9","url":null,"abstract":"<div><h3>Objective</h3><p>Anxiety and depression are prevalent in young people. Web-based mental health interventions (W-MHIs) have the potential to reduce anxiety and depression, yet the level of engagement remains low. This study aims to elicit young people’s preferences towards W-MHIs and the relative importance of intervention attributes in influencing choice.</p><h3>Methods</h3><p>A discrete choice experiment (DCE) was conducted online among young people aged 18–25 years who lived in Australia, self-reported experiences of anxiety and/or depression in the past 12 months and had an intention to use W-MHIs and/or previous experience with W-MHIs for managing anxiety and/or depression. Participants were recruited via social media and Deakin University notice boards. The DCE design comprised six attributes, including out-of-pocket cost, access to trained instructors (e.g., therapists, coaches) to help users stay engaged with the intervention, total time required to complete the intervention, initial screening, quizzes within the W-MHIs to check user’s understanding about the intervention content, and communication with other users. The DCE design consisted of three blocks, each with eight unlabelled choice tasks, each with two alternatives. Data were analysed using a mixed logit model.</p><h3>Results</h3><p>One hundred ninety-nine participants completed the DCE (mean age: 21.43 ± 2.29 years, 64.32% female). Lower cost, access to instructors, and moderate time required to complete the intervention (5 h) were significant facilitators. The W-MHIs including audio- or video-call access to instructors were 23 percentage points more likely to be chosen than those without and W-MHI with a moderate completion time (5 h) was 18 percentage points more likely to be chosen than one with a shorter time (2 h).</p><h3>Conclusion</h3><p>Our results highlight that low-cost W-MHIs with access to trained instructors and moderate completion time could increase uptake. More research is required to confirm these findings and examine whether these preferences vary across different population characteristics.</p></div>","PeriodicalId":8065,"journal":{"name":"Applied Health Economics and Health Policy","volume":"23 4","pages":"737 - 749"},"PeriodicalIF":3.3,"publicationDate":"2025-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12170702/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143742009","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine Learning-Assisted Health Economics and Policy Reviews: A Comparative Assessment 机器学习辅助的卫生经济学和政策审查:比较评估。
IF 3.3 4区 医学 Q1 ECONOMICS Pub Date : 2025-03-28 DOI: 10.1007/s40258-025-00963-y
Ludovico Cavallaro, Vittoria Ardito, Michael Drummond, Oriana Ciani

Introduction

The growth of scientific literature in health economics and policy represents a challenge for researchers conducting literature reviews. This study explores the adoption of a machine learning (ML) tool to enhance title and abstract screening. By retrospectively assessing its performance against the manual screening of a recent scoping review, we aimed to evaluate its reliability and potential for streamlining future reviews.

Methods

ASReview was utilised in ‘Simulation Mode’ to evaluate the percentage of relevant records found (RRF) during title/abstract screening. A dataset of 10,246 unique records from three databases was considered, with 135 relevant records labelled. Performance was assessed across three scenarios with varying levels of prior knowledge (PK) (i.e., 5, 10, or 15 records), using both sampling and heuristic stopping criteria, with 100 simulations conducted for each scenario.

Results

The ML tool demonstrated strong performance in facilitating the screening process. Using the sampling criterion, median RRF values stabilised at 97% with 25% of the sample screened, saving reviewers approximately 32 working days. The heuristic criterion showed similar median values, but greater variability due to premature conclusions upon reaching the threshold. While higher PK levels improved early-stage performance, the ML tool’s accuracy stabilised as screening progressed, even with minimal PK.

Conclusions

This study highlights the potential of ML tools to enhance the efficiency of title and abstract screening in health economics and policy literature reviews. To fully realise this potential, it is essential for regulatory bodies to establish comprehensive guidelines that ensure ML-assisted reviews uphold rigorous evidence quality standards, thereby enhancing their integrity and reliability.

引言:卫生经济学和政策科学文献的增长对进行文献综述的研究人员构成了挑战。本研究探讨了采用机器学习(ML)工具来增强标题和摘要筛选。通过回顾性地评估其在最近的范围审查中人工筛选的表现,我们旨在评估其可靠性和简化未来审查的潜力。方法:ASReview在“模拟模式”下评估标题/摘要筛选过程中相关记录发现(RRF)的百分比。考虑了来自三个数据库的10,246个唯一记录的数据集,其中标记了135个相关记录。使用抽样和启发式停止标准,在具有不同水平的先验知识(PK)(即5、10或15条记录)的三种情况下评估性能,每种情况进行100次模拟。结果:ML工具在促进筛选过程中表现出强大的性能。使用抽样标准,中位RRF值稳定在97%,筛选了25%的样本,为审稿人节省了大约32个工作日。启发式标准显示出相似的中位数,但由于在达到阈值时过早得出结论,因此变异性较大。虽然较高的PK水平提高了早期表现,但随着筛选的进行,机器学习工具的准确性稳定下来,即使是最小的PK。结论:本研究强调了机器学习工具在卫生经济学和政策文献综述中提高标题和摘要筛选效率的潜力。为了充分发挥这一潜力,监管机构必须建立全面的指导方针,确保机器学习辅助审查坚持严格的证据质量标准,从而提高其完整性和可靠性。
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引用次数: 0
Therapy, Pills and Unmet Needs for Financial Reasons: Socioeconomic Inequalities and Inequities in Access to Mental Health Care in Spain 2014–2020 治疗、药物和未满足的经济需求:2014-2020年西班牙获得精神卫生保健方面的社会经济不平等和不平等。
IF 3.3 4区 医学 Q1 ECONOMICS Pub Date : 2025-03-26 DOI: 10.1007/s40258-025-00961-0
Rosa M. Urbanos-Garrido, Laura Agúndez

Objectives

To measure socioeconomic-related inequality in perceived unmet needs for financial reasons for mental health care in Spain and to assess socioeconomic-related inequity in access to mental health professionals and psychotropic drugs.

Methods

We used data from the Spanish adult sample of the European Health Interview Survey for 2014 and 2020. Corrected concentration indices were used to measure socioeconomic-related inequalities in unmet needs for financial reasons and inequity in access to mental health care. Social class, based on the occupation of the breadwinner, was used as a proxy of socioeconomic status. A decomposition analysis was performed to determine the variables that explain inequalities and to identify inequity in access.

Results

Unmet need for mental health care for financial reasons significantly concentrate on the worse-off, except for women in 2020. A reduction of inequality is observed along the study period. Socioeconomic disadvantage is associated with lower access to mental health consultations, despite also with higher need. This pro-rich inequity is significant for women in 2014, and for both sexes—although much higher for females—in 2020. In contrast, we found pro-poor inequity in women’s access to psychotropic drugs in 2020, suggesting partial substitution of specialized health care with psychotropic drugs prescribed in primary care for the financially worse-off.

Conclusions

Barriers to accessing specialized mental health care should be reduced for those in need, particularly for disadvantaged women. A better access to therapy could also help to reduce their consumption of psychotropic drugs. Addressing access inequities requires different strategies for men and women, as the relevance of their determinants varies by gender.

目的:衡量西班牙因经济原因未满足的精神卫生保健需求方面与社会经济相关的不平等,并评估在获得精神卫生专业人员和精神药物方面与社会经济相关的不平等。方法:我们使用2014年和2020年欧洲健康访谈调查的西班牙成人样本数据。校正后的浓度指数用于衡量与社会经济相关的未满足的经济需求不平等,以及获得精神卫生保健的不平等。以养家者的职业为基础的社会阶层被用作社会经济地位的代表。进行了分解分析,以确定解释不平等的变量,并确定在获取方面的不平等。结果:2020年,由于经济原因而未满足的精神卫生保健需求主要集中在较贫困的人群中,女性除外。在整个研究期间,观察到不平等现象的减少。社会经济劣势与获得心理健康咨询的机会较少有关,尽管需求也较高。这种对富人有利的不平等在2014年对女性来说很明显,在2020年对男女都是如此——尽管女性的不平等程度要高得多。相比之下,我们发现,在2020年,妇女获得精神药物方面存在有利于穷人的不平等现象,这表明,在经济状况较差的初级保健中,专门医疗保健部分取代了精神药物处方。结论:应该为有需要的人,特别是弱势妇女减少获得专门精神保健的障碍。更好地获得治疗也有助于减少他们对精神药物的消费。解决获取不平等问题需要针对男性和女性采取不同的战略,因为其决定因素的相关性因性别而异。
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引用次数: 0
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Applied Health Economics and Health Policy
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