Organization For Economic Cooperation Research Articles

Gender-sensitive and intersectionality-informed health indicators for health reporting: a scoping review protocol

IntroductionGender is a well-established social determinant of health and health (in)equality. Gender-sensitive health indicators for health monitoring and health reporting can support gender mainstreaming in relevant policy areas and inform...

Microbial biopesticides are inhibited by honey bee royal jelly and in vitro larval diet

The interest in and use of biological materials in crop production is increasing globally at a rapid pace. In many cases, testing methods for conventional chemicals are applied to microbial-based biopesticides because specific microbial test methods are lacking. However, not all methods are easily transferred to microbial-based products. An evaluation was conducted to determine if OECD (Organization for Economic Co-operation and Development) Guidance Document No. 239 on honey bee larval toxicity could be adapted to microbial pesticides. In our study, five microbes, including B. pumilus, B. thuringiensis, B. velezensis, Paenibacillus larvae, and Ascophaera apis were grown on agar media and spotted with either honey bee in vitro larval diet or royal jelly. We observed that the honey bee larval bee diet and royal jelly did not inhibit the fungal honey bee pathogen Ascophaera apis, yet inhibited the growth of bacteria, including a known honey bee larval pathogen. This finding may make the test unreliable for certain biopesticides. The OECD is considering biopesticide-specific testing guidelines, and the EPA has indicated it to update itsbiopesticide bee test guidelines. However, additional research is needed to determine which options may be feasible and provide the best improvements.

Association between socioeconomic disadvantage and severe maternal morbidity and mortality in high-income countries: a systematic review

BackgroundSocioeconomic position (SEP) is among the most important determinants of variations in health outcomes. This systematic review aimed to summarise the association between socioeconomic disadvantage and the risk of severe...

A multimodal in vitro approach to assess the safety of oral care products using 2D and 3D cellular models

IntroductionPeriodontitis, affecting approximately 3.9 billion individuals globally, significantly impacts quality of life and has raised interest in its potential systemic effects. Sodium perborate, a common component in oral care products for biofilm control, is widely used, though concerns about its safety persist. This study aimed to evaluate the in vitro toxicity of six commercial oral care products and varying concentrations of sodium perborate, utilizing human gingival fibroblasts (HGF) and keratinocytes (HaCat) as cell models.MethodsExperiments were performed in both 2D monolayer and 3D cultures using MTT and electrical impedance assays, adhering to the manufacturer’s recommended exposure time of 30–60 s for product testing. For the reconstructed epidermis model, a prolonged exposure time of 42 min was applied, following the Organization for Economic Cooperation and Development (OECD) Test Guideline 439.ResultsResults indicated that all products and sodium perborate at 1 mg/mL were cytotoxic in monolayer cultures. However, at concentrations relevant to commercial formulations (0.06 mg/mL sodium perborate), no significant toxicity was observed. In contrast, the 3D culture models, including spheroids and reconstructed epidermis, exhibited minimal to no cytotoxic effects for the commercial products, with sodium perborate showing no significant toxicity below 0.1 mg/mL. The reconstructed epidermis model, used as surrogate for oral mucosa, further confirmed that the products were non-irritating, in compliance with OECD TG 439 standards.DiscussionThis study highlights the importance of considering exposure time, dosage, and cellular model when assessing the safety of oral care products. While 2D models are useful for preliminary screenings, 3D models provide a more physiologically relevant assessment, emphasizing the need for robust testing protocols to ensure product safety.

A 2024 inventory of test methods relevant to thyroid hormone system disruption for human health and environmental regulatory hazard assessment

Thyroid hormone system disruption (THSD) is a growing concern in chemical hazard assessment due to its impact on human and environmental health and the scarce methods available for assessing the THSD potential of chemicals. In particular, the general lack of validated in silico and in vitro methods for assessing THS activity is of high concern. This manuscript provides an inventory of test methods relevant to THSD. Building on the Organisation for Economic Co-operation and Development (OECD) Guidance Document 150 and recent international developments, we highlight progress in in silico and in vitro methods, as well as in vivo assays. The provided inventory categorizes available methods according to the levels of the OECD Conceptual Framework, with an assessment of the validation status of each method. At Level 1, 12 in silico models that have been statistically validated and are directly related to THSD have been identified. At Level 2, 67 in vitro methods have been listed including those assessed in key initiatives such as the European Union Network of Laboratories for the Validation of Alternative Methods (EU-NETVAL) validation study to identify potential thyroid disruptors. At Levels 3-5, THSD-sensitive endpoints are being included in existing fish-based OECD Test Guidelines to complement amphibian assays. In total, the inventory counts 108 entries comprising established methods (e.g., OECD Test Guidelines) as well as citable methods that are under further development and in some cases are ready for validation or in the initial stages of validation. This work aims to support the ongoing development of strategies for regulatory hazard assessment, such as integrated approaches to testing and assessment (IATAs), for endocrine disruptors, addressing critical gaps in the current testing landscape for THSD in both human and environmental health contexts.

Instrument constituencies and the brokering of OECD-knowledge in Nordic school reforms - a three country comparison

ABSTRACT Major international surveys and reports have considerably altered the expectations and outlooks of national policymakers in education over the last three decades. Through a comparative content analysis of bibliographies in policy documents, this article explores the intermediary bodies that facilitate salient interconnections between international organizations such as the Organization for Economic Cooperation and Development (OECD) and national policymakers and experts who prepare comprehensive school reforms in three Nordic countries: Denmark, Norway and Sweden. This article builds on a large Nordic research project that studied the transfer and translation of international policies in a Nordic reform context. It extends the study by examining the role of publishers as intermediary policy brokers that legitimize the usage of OECD knowledge as significant members of instrument constituencies. This study enhances our understanding of the variations in citation patterns across policy documents from three Nordic countries. It also investigates the extent to which differences in instrumental constituencies arise from institutional arrangements and the ideational foundations underpinning reform trajectories. Additionally, it examines the topics addressed by these reforms and the governments’ affiliations with new policy brokers supported by both public and private publishers.

APPLICATION OF EUROPEAN CORPORATE GOVERNANCE PRINCIPLES IN THE PLANNING ACTIVITIES OF POST-WAR UKRAINE'S MULTI-LEVEL CONSUMER CO-OPERATION SYSTEM

The Association Agreement between Ukraine and the EU requires Ukraine to consider the adoption of a European model of corporate governance. The EU has a wealth of experience in the effective management of consumer co-operation, which can inform the development of best practices for Ukraine. The subject of the study is the adaptation and substantiation of the current specifics of the application of European principles of corporate governance in the process of planning the activities of a multi-level system of consumer co-operation in Ukraine. This study employs a range of general scientific methods, including modelling, economic analysis, forecasting, a system approach and synthesis. These methods have been used to develop generalisations and conclusions related to the object of research as a whole, namely the multi-level and multi-sectoral system of consumer co-operation in Ukraine. The objective of this study is to justify the implementation of European principles, mechanisms and tools of corporate governance, based on a comprehensive analysis, with the aim of optimising the planning processes and the development of a multi-level system of consumer co-operation in Ukraine. The fundamental characteristics of co-operative systems have been elucidated, and the principal distinctions between them and corporations have been identified. The functions of the corporate governance system are examined and a conclusion is reached regarding their alignment with the responsibilities and principles of consumer co-operation. The factors that contributed to the success of the development of the consumer co-operation trade sphere in the Soviet period are identified. This study considers the information base for planning the retail turnover of consumer co-operatives in the context of a planned economy. It identifies the main shortcomings and weaknesses of this approach. The principal indicators of activity for consumer co-operatives in Ukraine are examined in the context of their statutory mission. In light of the application of the substitution method, potential indicators of trade turnover for consumer co-operatives, contingent upon collaboration up to the level of 1990, are modelled. It can be concluded that the system of consumer co-operation has not yet fully adapted to the new economic conditions, new legislation and processes of increasing competition in the market, despite the transition to a market economy. In light of the aforementioned circumstances, it is imperative to implement European principles of corporate governance and contemporary international principles governing the advancement of the co-operative movement within the framework of consumer co-operation. The principles of corporate governance, developed by such international organisations as the Organisation for Economic Co-operation and Development, the European Confederation of Shareholder Associations, and the European Bank for Reconstruction and Development, have been subjected to detailed analysis. The evolution of the corporate governance system has been delineated with respect to the consumer co-operation. This trend coincides with the imperative necessity for the consumer co-operation of Ukraine to reform its planned system, which represents a key component of its commitment to more effective management. The necessity for additional harmonisation of Ukrainian co-operative legislation with European legislation has been established. The composition of the information base for the development of indicators of the plan of retail turnover of the consumer society in the modern context is justified. The article's primary conclusions are that the negative trends and the quantitative and qualitative indicators of consumer co-operatives in Ukraine can be halted and improved through the implementation and advancement of institutional co-operative advantages, which are codified by legislation and validated by both domestic and European experience. Consequently, members of consumer societies and potential shareholders must be regarded as a central object and subject of planning, regulation, operational activities and the development of consumer co-operatives. In the context of the implementation of the decentralisation policy in Ukraine, in order to optimise the relations between co-operative enterprises and organisations at the horizontal and vertical levels, it is necessary to plan the development of the co-operative system as a component of regional development. The use of IT technologies will allow automating all operational processes, using the full range of planning forms and methods, and at the same time preserving the scientifically sound principles of consumer co-operation development as a system with the possibility of medium- and long-term planning.

The effect of global collaboration on climate mitigation technologies in reducing CO2

The fundamental approaches to industrial growth, government interventions, and market structure have ignored the main consequences of the common idea of “growth first, clean later”. This study investigates the relationship between carbon emissions (CO2) and international collaboration in climate change mitigation technologies (ICCCMT), renewable energy consumption (REC), exports (EXP), imports (IMP), gross domestic product (GDP), foreign direct investment (FDI), natural resources rents (NRR), and domestic innovation in climate change mitigation technologies (DICCMT) for a panel of the Organization for Economic Cooperation and Development (OECD) countries over the period of 1990-2020. We adopted a series of econometric techniques for the visualization of the available data. We used second-generation econometrics estimations to verify cross-sectional dependence, co-integration, and stationary between the variables.Based on our findings, the study reveals that ICCCMT, REC, and DICCMT have a positive effect and contribute to CO2 mitigation of the 30 OECD economies. Furthermore, the findings reveal that ICCCMT can promote renewable energy consumption, thus the increase of REC will significantly mitigate CO2 emissions. The outcomes from the panel dynamic GMM model confirmed a positive relationship between CO2 emissions, FDI, exports, imports, and GDP. The study indicates that these variables can adversely affect climate change mitigation.

Collection and use of patient-reported experience measures: approach to improve health care

Abstract Background Patient experience is one of the fundamental determinants of healthcare quality. There is progress in the collection of PREM in national level for hospitalized patients since 2020 in Latvia. Aim Analyze (2020.-2022.) in-patients Top-box rates about communication, share-decision making, patient safety and Net Promoter Score (NPS). Methods Project starting point was 2019. Agreement with EC, Sant’Anna School, Ministry of Health and Centre for Disease Prevention and Control of Latvia. Since 2020, the collection of PREM has been taking place regularly in hospitals (around 40% from all hospitals) and on average 20% response rate of those who agreed to participate in the survey. PREM questionnaire according to HCAHPS (Consumer Assessment of Healthcare Providers and Systems) standards, including Picker Institute patient experience questions. In line with OECD (Organization for Economic Co-operation and Development) recommendations, patient safety issues are also included. Top-box rates (most positive response) and percentiles (25th - 75th) were calculated. Results Totally 17019 adult (18 years and more) patient responses were analyzed with response rate 20.3% (n = 83983). 74.6% (67.5-78.2) during hospital stay doctors always explain things in a way you could understand and sufficiently involved in the decision-making process of treatment - 75.0% (70.1-81.4). During hospital stay 4.1% (n = 601) experienced patient safety incidents which were patient-reported. The most common groups were wrong patients, medication errors, incl. adverse drug reactions and falls. Hospitals achieved a NPS of 61 for 3 year period (2020.-2022.). Conclusions Collecting information about the patient experience may be the starting point for engaging patients and moving to more patient-centered health care. The results of these in-patient PREM data can be used to identify areas of improvement and make changes to better meet the needs and expectations of their patients. Key messages • It is a good practice for the implementation of new health care quality data - patient experience reported measures at the national level. • Feedback about the patient experience on regular basis provides insight into patient needs, preferences and values, which can help to improve the quality and safety of care.

Toxicological evaluation of LivLonga®, a polyherbal combination, in rodents

There has been keen interest on herbs and phytoconstituents with hepatoprotective property to help restore healthy liver function. Ayurveda, the ancient Indian traditional system of medicine mentions about Curcuma longa, Garcinia indica and Piper nigrum which are reported to have hepatoprotective activity. Apart from supporting metabolism, liver plays pivotal role in numerous bodily processes, immune functions to digestion, detoxification, and storage of nutrients. Factors such as sedentary lifestyle, viral infections, drugs/chemicals, high calorie diet, excess intake of alcohol etc have adverse impact on normal functioning of liver. Development of novel herbal combination with standards of safety and efficacy can help manage liver ailments and protect liver health. LivLonga® is a polyherbal combination of scientifically validated ingredients- curcuminoids, garcinol and piperine to support healthy liver function. The present work was conducted to evaluate toxicity of LivLonga® using in vivo models when administered orally. The acute, subacute, and subchronic toxicity studies were carried out in accordance with the test guidelines established by the Organization for Economic Cooperation and Development. A single-dose acute oral toxicity produced no toxic effects after 14 days of treatment. Four-week (subacute) and 3-months (subchronic) oral toxicity studies were conducted and observed no abnormal clinical signs, no alterations in the body weight, hematology and biochemical parameters or gross and histopathological changes. Thus, oral administration of LivLonga® showed no signs of toxicity when dosed orally to rats, with a no observed adverse effect level (NOAEL) of 600 mg/kg/day.

Global variations in coronary revascularisation and acute myocardial infarction mortality between 2006-2020: a longitudinal, population-level analysis of 16 high-income nations from the OECD database

Abstract Background Revascularisation options for ischaemic heart disease (IHD) includes either, percutaneous coronary intervention (PCI) or coronary artery bypass graft (CABG). Whilst PCI remains the preferred choice in ST-elevation myocardial infarction (STEMI)(1), several landmark trials have questioned its universal superiority (2,3), thus prompting re-evaluation of guidelines. A wide-scale contemporary overview of revascularisation trends is lacking. Purpose To examine the evolving pattern in PCI and CABG rates, alongside mortality from acute myocardial infarction (AMI) across a group of 16 high-income countries between 2006 and 2020. Methods Standardized PCI and CABG procedure rates alongside AMI age-standardised mortality rate (ASMR) were obtained from the Organisation for Economic Co-operation and Development (OECD) database. Data from 2006-2020 was extracted for; Australia, Austria, Belgium, Canada, Denmark, Finland, France, Germany, Ireland, Italy, Luxembourg, Netherlands, Portugal, Spain, Sweden, United Kingdom (UK). Together, these countries are commonly known as the European Union (EU) 15+ and represent a cluster of high-income nations with comparable levels of health expenditure. Procedural trends including the estimated annual percentage change (EAPC) were evaluated using Joinpoint analysis whilst Locally Weighted Scatterplot Smoothing (LOESS) models was used to analysis trends in AMI mortality. Results Over 15 years, 14.0 million PCI and 2.8 million CABG procedures were recorded in total. PCI rates varied amongst nations (Figure 1), however showed an overall increase in 11 countries, led by Finland (+36.0%). The steepest increase was observed in France between 2012-2018 (EAPC 5.4, 95% CI: 4.8 – 6.1). The greatest overall decrease in PCI was observed in Luxemburg (-33.5%). The fastest decrease was seen during 2018-2020 in the UK (EAPC -7.2, 95% CI: -9.7 – -4.6). CABG rates declined overall in 15 countries (Figure 1), with Luxembourg (-71.3%), experiencing the largest fall and showing the steepest decline between 2014-2018 (EAPC -20.7, 95% CI: -28.3 – -12.3). Ireland was the only country to show an increase in CABG rate (+16.3%). Throughout the study period, the PCI-to-CABG ratio increased (Figure 2A), whilst AMI mortality decreased consistently across all countries (Figure 2B). Conclusion Despite evidence supporting CABG over PCI in specific scenarios, CABG rates have declined, and PCI rates have increased. This trend may be influenced by several factors including patient preference for less invasive procedures and advancements in interventional techniques. The varied use of PCI among these nations, alongside a sustained decline in AMI mortality rates, may be expected given the importance of optimal medical therapy in the management of IHD. The results further highlight the significance of factors beyond revascularisation in driving improved outcomes.PCI and CABG rates between 2006 and 2020PCI to CABG ratio and AMI mortality rate

10.E. Scientific session: Confronting the hidden risks: unveiling the disease burden of chemicals in Europe

Abstract With increasing industrialization and globalization, Europe faces a complex landscape of chemical hazards, ranging from persistent organic pollutants like PFAS to foodborne chemicals and beyond. Understanding the extent of these exposures and their associated population health risks is crucial for environmental and health policy making across Europe. The burden of disease methodology, particularly through metrics such as Disability-Adjusted Life Years (DALYs), combined with economic costs, plays a crucial role in assessing and addressing the impacts of chemicals on population health. DALYs provide a comprehensive measure that quantifies both the years of life lost due to premature death and the years lived with disability, offering a holistic understanding of the disease burden caused by chemical exposures. Additionally, incorporating economic costs into the analysis enables the evaluation of the financial burden imposed by chemical-related illnesses on healthcare systems, productivity, and societal well-being. By leveraging the burden of disease methodology, stakeholders can make evidence-based decisions to protect health of populations and allocate resources effectively, ultimately promoting healthier environments and communities. Several global and European initiatives provide platforms for evidence generation, knowledge-sharing, and action to address the disease burden of chemicals. At the global level, the Foodborne Disease Burden Epidemiology Reference Group of the World Health Organization (WHO/FERG) has estimated the global burden of foodborne diseases, including those caused by chemical contaminants in foods. At European level, the health impact of PFAS and other chemicals of high concern is being spearheaded by the European Environment Agency’s European Topic Centre on Human Health and the Environment, and the European Partnership on the Assessment of Risks from Chemicals (PARC). Furthermore, the Organisation for Economic Cooperation and Development has established a project of an unprecedented scale to measure the economic value of the effects of chemicals on human health. Complementary to these international initiatives, various countries have started to unravel the burden of chemicals based on local data and contextual insights. In this workshop, we will present the state-of-the-art of the disease burden of chemicals, by bringing together insights from key international and national burden of disease initiatives, emphasizing the imperative of addressing the cost of policy inaction in safeguarding public health. We will also show how burden of disease estimates for chemicals can help to monitor the trends towards relevant environment and health goals such as those described in the EU’s zero pollution ambition. Through collaborative discussions and knowledge-sharing, we aspire to identify actionable strategies for policymakers, researchers, and stakeholders to effectively address these challenges and promote a healthier future for all. Key messages • Understanding the vital importance of chemical risks for European health, the utilization of DALY and economic costs reveals their true burden, guiding evidence-based policies. • Global, regional and national initiatives are examining the impacts of chemicals worldwide, contributing to evidence gathering and policy shaping.

Impact of the Implementation of Multilateral Convention on Tax Treaty by the Adoption of Organization for Economic Co-operation and Development (OECD) in collaboration with the G02 countries on Base Erosion and Profit Shifting (BEPS)

Impact of the Implementation of Multilateral Convention on Tax Treaty by the Adoption of Organization for Economic Co-operation and Development (OECD) in collaboration with the G02 countries on Base Erosion and Profit Shifting (BEPS)

Association between all-cause mortality and diabetic avoidable hospitalization among older patients

Abstract Background In South Korea, the prognosis of avoidable hospitalization in diabetes has not been evaluated, even though the incidence rate is considerably high compared to the Organization for Economic Co-operation and Development average. This study investigated the association between diabetic avoidable hospitalization after the diagnosis of type 2 diabetes mellitus and short- and long-term all-cause mortality. Methods Participants were type 2 diabetes mellitus patients aged 60 years and older and gathered through the National Health Insurance Services Senior cohort data from 2008 to 2019. The outcome measures included five-year and overall period all-cause mortality. The main independent variable was the first-year experience of diabetic avoidable hospitalization after type 2 diabetes mellitus diagnosis. Regression analysis was performed using the Cox proportional hazard model. To enhance the robustness of the study results, a sensitivity analysis and inverse probability of treatment weighting method were conducted. Results Among 31 222 participants, 2343 (7.5%) died within 5 years of type 2 diabetes mellitus diagnosis and 5314 (17.0%) died in the overall study period after type 2 diabetes mellitus diagnosis. Participants who experienced diabetic avoidable hospitalization one year after being diagnosed with type 2 diabetes mellitus had a higher risk of all-cause mortality compared to those who did not (Five-year: hazard ratio 1.84, 95% confidence interval 1.54-2.21; Overall period: hazard ratio 1.81, 95% confidence interval 1.60-2.06). Conclusions Enhancing accessibility and quality of primary care to prevent avoidable hospitalization in older patients with type 2 diabetes mellitus is necessary. Key messages • Older patients with T2DM who experienced avoidable hospitalization exhibited higher all-cause mortality rates in both the short and long terms. • Enhancing the accessibility and quality of primary care to prevent avoidable hospitalization in older patients with type 2 diabetes mellitus is necessary.

Ideology, financial circumstances, and attitudes toward public and private foreign aid

Does ideology influence voter preferences for foreign aid in the same way it does for domestic redistribution? Economically vulnerable left-leaning citizens, who are normatively strong proponents of government aid, may not be as committed to increasing actual spending. Such citizens may see themselves as competing with the foreign poor for domestic resources. Similarly, while affluent right-leaning citizens may oppose increasing foreign aid due to skepticism about government spending, this might not extend to private donations. Instead, they may view non-governmental organizations and charities as alternatives that leverage private expertise to assist poor countries. Using four years of public opinion data from 15 Organisation for Economic Co-operation and Development donor countries, I find support for the conditional effect of ideology and economic self-interest on both public and private aid attitudes. By focusing on three different measures—the morality of aid, public aid spending, and private donations—I further explore variations in aid attitudes.

Observed carbon decoupling of subnational production insufficient for net-zero goal by 2050

Historically, economic growth has been closely coupled to carbon emissions responsible for climate change, but to stabilize global mean temperature, net-zero carbon emissions are necessary. Some economies have begun to reduce emissions while continuing to grow, but this decoupling is not fast enough to achieve global climate targets. Subnational climate actions seem to be crucial for the achievement of these targets. Here, we uncover the effectiveness of subnational efforts by estimating decoupling rates and CO2 emission intensities over the last three decades for over 1,500 subnational regions, encompassing 85% of global emissions, using global data on reported economic output and gridded production-based emissions. Thirty percent of regions with available data have fully decoupled, with higher-income and historically carbon-intensive regions exhibiting higher rates of decoupling and declining emission intensity. Countries of the Organization for Economic Co-operation and Development with greater spending on subnational climate actions show higher decoupling rates, as do subnational regions in EU countries where climate policies have been implemented, highlighting the effectiveness of subnational policies. Moreover, subnational analysis reveals greater variance of decoupling rates within national boundaries than between them and that countries with weaker governance typically show higher variance of decoupling within their borders. If recent rates of production-based carbon decoupling continue, less than half of subnational regions would reach net-zero before 2050, even when accounting for observed acceleration via socioeconomic development and assuming no interregional carbon leakage.

Assessing the Damage to Environmental Pollution: Discerning the Impact of Environmental Technology, Energy Efficiency, Green Energy and Natural Resources

The existing literature covers the topic of environmental pollution, but there is a scarcity of research that specifically examines the factors contributing to financial losses caused by carbon emissions. In this perspective, this ongoing analysis provides an understanding of the impact of environmental technology, energy efficiency, renewable energy consumption, natural resources, and economic growth on carbon dioxide damage in Organization for Economic Cooperation and Development (OECD) countries from 2000 to 2021 using the “Method of Moments Quantile Regression (MMQR)”, and “Dumitrescu–Hurlin (D-H)” causality test. The findings from the MMQR revealed that environmental control technology, renewable energy consumption, and energy efficiency contribute to reducing carbon dioxide damage at different quantiles. It was also found that economic growth and natural resources contribute to the increase in carbon dioxide damage in various quantities. Additionally, a one-way causality result was obtained from environmental technology, energy efficiency, renewable energy consumption, natural resources, and economic growth towards carbon dioxide damage. These results indicate that policymakers in OECD nations should provide suggestions on the efficient utilization of renewable energy sources and environmentally friendly technologies to minimize carbon dioxide damage.

RETROSPECTIVE ANALYSIS OF DESIGNING ANTI-CORRUPTION ACTS AT DIFFERENT LEVELS OF INTERNATIONAL LEGAL ANTI-CORRUPTION

It has been established that international legal countermeasures against corruption are carried out at three levels: global (by the United Nations, the Organization for Economic Cooperation and Development, the World Bank, etc.); regional integration (Council of Europe, European Union, other integration associations); bilateral intergovernmental and interagency cooperation. There is no coordination of directions and means of combating corruption between them. Therefore, international anti-corruption activities at all three levels developed not only in different directions, but also in many ways spontaneously. It has been proven that the wide participation of international organizations in the fight against corruption and the variety of anti-corruption legal means used by them contribute to the concentration and coordination of the efforts of states in the fight against corruption. Another positive effect of the acts of international organizations is also noted: drawing the attention of civil society to the tasks of combating corruption, they significantly strengthen the potential for their full solution. On the other hand, the variety of subjects and legal forms of international legal anti-corruption often create legal conflicts between acts operating in this area. Such collisions create, for example, different approaches to defining the concept of corruption. It is noted that the concepts of designing anti-corruption acts, based on the ideas and methods of system design of complex technological processes and objects, are more and more widely used in the law-making practice of international organizations and states of the modern world. Their influence on the legal regulation of social relations is increasing, confirming that at the current stage of socio-economic, technological, informational development, the complication of social relations, the rapid increase in their quantitative parameters and indicators, the growing danger of man-made and natural disasters, the introduction of system design becomes impossible. It is gradually displacing the maximally ineffective under such conditions practices of «industry», «fragmentary», «point», «situational» legal regulation. It has been established that the systematic design of anti-corruption acts primarily involves conducting comprehensive studies of law-making initiatives. In the course of such studies, all factors that may affect the intended sphere (object) of legal regulation must be analyzed; the opinions, positions, and evaluations of not only regulatory and control-supervisory state bodies, but also potential participants in the projected legal relations should be taken into account.

The OECD’s construction of future imaginaries for curriculum reform

ABSTRACT Offering imaginaries of the future is a significant part of the work of documents produced by national policymakers, interest groups and international organisations. In this article, we examine thematic reports on the redesign of the curriculum published by the Organisation for Economic Cooperation and Development (OECD) as part of its Education 2030 project. Our analysis is grounded in the understanding that documents transform issues through storytelling, data and visualisations. We show how thematic reports context a complex and unpredictable future by forecasting different futures based on current issues that need solutions. The storytelling that contexts the imaginaries of futures gains authority through datafication of national curricula enabled by Curriculum Content Mapping. The Curriculum Content Mapping reveals a lack of alignment with the OECD’s Learning Compass for 2030 transforming the issue of a complex future into an issue of curriculum as an instrument to potentialise the future. Hence, datafication of curriculum content serves as an instrument of governance towards specific curriculum transformations based on the OECD’s education politics towards economic growth rather than informing about future needs.

Development of an AI-Based Suicide Ideation Prediction Model for People with Disabilities

South Korea has one of the highest suicide rates among countries in the Organisation for Economic Co-Operation and Development, and the suicide rate among people with disabilities is more than twice that of the general population. This study aimed to develop an artificial intelligence-based suicide ideation prediction model for people with disabilities in order to provide a proactive approach for managing high-risk groups and offer evidence for establishing suicide prevention policies. The support vector machine, adaptive boost (AdaBoost), and bidirectional long short-term memory (Bi-LSTM) models were used in this study. Data from the Disability and Life Dynamics Panel for 2018–2021 were used. The performance of the models was evaluated based on the accuracy, sensitivity, specificity, and area under the receiver operating characteristic curve (AUC). All the prediction models demonstrated excellent performance, with AUC > 0.80 (0.83–0.87). The best-performing models were AdaBoost (0.87) for accuracy, Bi-LSTM (0.90) for sensitivity, and AdaBoost (0.90) for specificity. This study is the first to develop an artificial intelligence-based suicide ideation prediction model for disabled people and is significant in that it suggests ways to pre-emptively manage groups at high risk for suicide, providing evidence for the establishment of suicide prevention policies.