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The integration of local stilt house architecture in natural disaster mitigation education in South Sumatra, Indonesia. 印尼南苏门答腊岛的当地吊脚楼建筑在自然灾害减灾教育中的整合。
IF 1.7 Q2 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2026-01-28 eCollection Date: 2026-01-01 DOI: 10.4102/jamba.v18i1.1987
Yusni Arni, Elsi A Fitri, Chika Rahayu, Darsin Darsin

The areas of Sumatra are multidisaster-prone zones, especially to floods and earthquakes. However, these regions also preserve local wisdom, particularly through stilt house architecture, which serves as a community-based adaptive strategy. This study aims to explore the function of local stilt houses as a form of disaster mitigation and assess the younger generation's knowledge regarding the functional and philosophical aspects of stilt houses, as well as their potential for integration into disaster education. A mixed-methods approach was employed, involving in-depth observations and interviews with community figures, along with the distribution of questionnaires to 158 students across South Sumatra. The study findings show that traditional stilt houses not only withstand flood and earthquake risks but also reflect socio-cultural, spiritual and environmental sustainability values. Their structural designs, use of local materials, house orientation and tiered-room concept serve as clear representations of ethnoscience in local architectural practice. The questionnaire results indicate that the majority of the younger generation possesses moderate to high understanding of the social and functional aspects of stilt houses but lacks sufficient knowledge of their symbolic and technical dimensions. These findings highlight the importance of integrating local knowledge into disaster education curricula to strengthen community resilience from an early age and preserve proven cultural adaptations to disaster risk.

Contribution: This article contributes to disaster risk reduction efforts by integrating the local wisdom of stilt house architecture into science education. It promotes a culturally grounded approach to flood and earthquake mitigation through the use of ethnoscience in educational contexts.

苏门答腊岛地区是多灾害易发区,尤其是洪水和地震。然而,这些地区也保留了当地的智慧,特别是通过吊脚楼建筑,作为社区的适应策略。本研究旨在探讨当地吊脚楼作为一种减灾形式的功能,并评估年轻一代关于吊脚楼功能和哲学方面的知识,以及它们融入灾害教育的潜力。采用了一种混合方法,包括深入观察和与社区人士的访谈,以及向南苏门答腊的158名学生分发问卷。研究结果表明,传统的高跷房屋不仅可以抵御洪水和地震的风险,而且还反映了社会文化、精神和环境可持续性的价值观。他们的结构设计、当地材料的使用、房屋朝向和分层房间的概念都是当地建筑实践中民族科学的清晰表现。问卷调查结果表明,大多数年轻一代对高跷房屋的社会和功能方面有中等到高度的理解,但对其符号和技术层面缺乏足够的了解。这些发现强调了将当地知识纳入灾害教育课程的重要性,从而从早期开始加强社区的复原力,并保持对灾害风险的行之有效的文化适应。贡献:本文通过将吊脚楼建筑的当地智慧融入科学教育,为减少灾害风险做出贡献。它通过在教育环境中使用民族科学,促进以文化为基础的方法来减轻洪水和地震。
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引用次数: 0
Policy coherence for development as a potential framework for creating synergies between disaster risk reduction, climate change and food security: A theoretical review. 政策一致性促进发展作为在减少灾害风险、气候变化和粮食安全之间创造协同效应的潜在框架:理论综述。
IF 1.7 Q2 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2026-01-28 eCollection Date: 2026-01-01 DOI: 10.4102/jamba.v18i1.1837
Samukelisiwe A Myeni, Christo Coetzee, Leandri Kruger

This article examines the potential of policy coherence for development (PCD) as a framework for addressing the complex nexus between disaster risk reduction (DRR), climate change (CC) and food security (FS) in the context of Eswatini. While the interdependence of these domains has been recognised in theory and practice, policy responses in developing countries remain fragmented, resulting in duplication, inefficiency and weak implementation. Using an extensive literature review, the article conceptualises PCD and evaluates its capacity to provide horizontal and vertical policy integration, strengthen inter-ministerial and multi-stakeholder collaboration and align financial and operational mechanisms across governance systems. Five dimensions of policy coherence - conceptual, strategic, institutional, operational and financial - are employed to interrogate Eswatini's fragmented governance landscape, where more than a dozen policies and frameworks exist but fail to translate into coordinated outcomes in managing the DRR, CC and FS nexus. In Eswatini, where over 70% of the population relies on subsistence agriculture and recurrent drought exacerbates poverty and food insecurity, embedding PCD principles into policy-making structures could bridge the gap between ambitious developmental agendas and local implementation realities.

Contribution: The study concludes that institutionalising PCD can enhance resilience by integrating DRR, CC and FS policies, fostering joint accountability among a wide array of societal role players and enabling more efficient resource allocation. By moving from conceptual recognition to practical implementation, PCD provides a pathway towards sustainable development and improved governance of the DRR, CC and FS nexus in Eswatini.

本文探讨了在Eswatini背景下,政策一致性促进发展(PCD)作为解决减少灾害风险(DRR)、气候变化(CC)和粮食安全(FS)之间复杂关系的框架的潜力。虽然这些领域的相互依存已经在理论和实践中得到承认,但发展中国家的政策反应仍然是碎片化的,导致重复、效率低下和执行不力。通过广泛的文献综述,本文对PCD进行了概念化,并评估了其提供横向和纵向政策整合、加强部际和多方利益相关者合作以及跨治理系统调整财务和运营机制的能力。政策一致性的五个维度——概念、战略、制度、运营和财务——被用来审视斯瓦蒂尼支离破碎的治理格局,那里存在十多个政策和框架,但未能转化为管理减灾、CC和FS关系的协调成果。在斯瓦蒂尼,超过70%的人口依赖自给农业,经常性干旱加剧了贫困和粮食不安全,将PCD原则纳入决策结构可以弥合雄心勃勃的发展议程与当地实施现实之间的差距。贡献:该研究得出结论,将PCD制度化可以通过整合DRR、CC和FS政策,促进广泛的社会角色参与者的联合问责制,以及实现更有效的资源分配,从而增强抵御力。通过从概念认识到实际实施,PCD为斯瓦蒂尼的可持续发展和改善减灾、CC和FS关系的治理提供了一条途径。
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引用次数: 0
An urban flood-risk assessment of South Jakarta, Indonesia: A methodological approach through frequency ratio, receiver operating curve and analytic hierarchy process. 印度尼西亚雅加达南部城市洪水风险评估:基于频率比、接收者操作曲线和层次分析法的方法学方法。
IF 1.7 Q2 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2026-01-26 eCollection Date: 2026-01-01 DOI: 10.4102/jamba.v18i1.1873
Diana Puspitasari, Dyah R Hizbaron, Estuning T W Mei

The main objective of this research is to conduct an urban flood-risk assessment approach for South Jakarta, Indonesia. Flood susceptibility was modelled using the frequency ratio (FR) method and validated with the receiver operating characteristic-area under the curve (ROC-AUC). Vulnerability was assessed using the analytic hierarchy process (AHP) across four domains: physical, economic, environmental and social. We used high-resolution spatial data (1:25 000) and a historical flood inventory to produce rapid, urban-scale risk information where conventional datasets are limited. The susceptibility map shows three classes: low, medium and high; the combined risk map indicates that most of the study area is at medium risk (108.64 km2, or 74.550%), low (37.08 km2 or 25.447%) and high (0.004 km2 or 0.003%). Vulnerability analysis identifies residential areas, critical infrastructure and key service zones as the most exposed elements. Susceptibility, vulnerability and risk are the three essential parameters incorporated into the spatial planning analysis to ensure comprehensive evaluation. The findings identify protection zones with particular risk levels, which require targeted mitigation strategies for any future development initiatives. Furthermore, this study highlights that the integration of FR, ROC-AUC and AHP provides reliable and operational flood-risk assessments that can be effectively incorporated into spatial planning and development policies in data-constrained urban settings.

Contribution: This study presents an innovative and practical framework for urban flood-risk assessment, combining FR, ROC-AUC and AHP to evaluate flood susceptibility and vulnerability in South Jakarta, Indonesia. Leveraging high-resolution geospatial data at a detailed 1:25 000 scale, it addresses critical data gaps and equips policymakers with actionable tools to integrate risk sensitive strategies into urban spatial planning for further mitigation. The findings, revealing 74.55% of the area at medium flood risk, set a benchmark for advancing disaster resilience and sustainable urban development, offering valuable applications for other rapidly urbanising, data-constrained regions globally.

本研究的主要目的是为印度尼西亚南雅加达开展城市洪水风险评估方法。采用频率比(FR)方法对洪水敏感性进行建模,并利用曲线下受水运行特征面积(ROC-AUC)进行验证。利用层次分析法(AHP)对自然、经济、环境和社会四个领域的脆弱性进行了评估。我们使用高分辨率空间数据(1:25 000)和历史洪水清单来快速生成城市规模的风险信息,而传统数据集是有限的。易感度图分为低、中、高3个等级;综合风险图显示,研究区大部分为中等风险区(108.64 km2,占74.550%)、低风险区(37.08 km2,占25.447%)和高风险区(0.004 km2,占0.003%)。脆弱性分析将居民区、关键基础设施和关键服务区域确定为最容易暴露的元素。易感性、脆弱性和风险是空间规划分析中必不可少的三个参数,以确保综合评价。调查结果确定了具有特定风险水平的保护区,因此未来的任何发展举措都需要有针对性的缓解战略。此外,本研究强调,FR、ROC-AUC和AHP的整合提供了可靠和可操作的洪水风险评估,可以有效地纳入数据受限的城市环境中的空间规划和发展政策。贡献:本研究提出了一个创新和实用的城市洪水风险评估框架,将FR、ROC-AUC和AHP相结合,对印度尼西亚雅加达南部的洪水易感性和脆弱性进行了评估。利用详细1:25 000比尺的高分辨率地理空间数据,它解决了关键的数据缺口,并为政策制定者提供了可操作的工具,将风险敏感战略纳入城市空间规划,以进一步缓解风险。调查结果显示,74.55%的地区处于中等洪水风险,为提高抗灾能力和可持续城市发展设定了基准,为全球其他快速城市化、数据有限的地区提供了有价值的应用。
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引用次数: 0
Altruism and its relationship to resilience during disaster. 利他主义及其与灾难复原力的关系。
IF 1.7 Q2 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2026-01-23 eCollection Date: 2026-01-01 DOI: 10.4102/jamba.v18i1.2028
Bethany L Van Brown, Brenda K Vollman

Studies positively correlate altruism and prosocial behaviour during routine times, yet unexpected environmental triggers (like a disaster) for prosocial and altruistic behaviour are underexplored. People who score highly on the self-reported altruism scale (SRA) are more likely to engage in volunteer activities such as donating blood. What about altruistic and prosocial behaviour during a disaster triggered by natural hazards? What are the characteristics of altruists? Respondents at three different universities were provided with an electronic link via email to complete the survey anonymously, making a total sample size of 182. The data are derived from responses to a longer survey entitled 'COVID-19 and Risk Perception'. The original purpose of that survey was to explore how perception of risk (to COVID-19) may or may not impact people's behaviour and included the SRA. Descriptive assessments of all variables were conducted, as well as crosstabs with analysis of variance comparing several means. Data from our study support our hypothesis that people with higher levels of altruism are more likely to engage in pandemic-related helping behaviour. Data also show that the majority of our sample engage in helping behaviour, though the most altruistic and more intrusive (greatest cost) acts were the least common.

Contribution: These are valuable findings for our collective understanding of the nuances of prosocial behaviour. Findings from this study also revealed that people scoring highly on the SRA reported barriers to practising prosocial behaviour. Better understanding these barriers may enable us to eliminate them.

研究表明,在日常生活中,利他主义和亲社会行为呈正相关,然而,亲社会和利他行为的意外环境触发因素(如灾难)尚未得到充分探索。在自我报告利他主义量表(SRA)上得分高的人更有可能参与志愿活动,比如献血。在自然灾害引发的灾难中,利他和亲社会行为又如何呢?利他主义者的特点是什么?来自三所不同大学的受访者通过电子邮件提供了一个匿名完成调查的电子链接,总样本量为182人。这些数据来自对一项题为“COVID-19和风险认知”的长期调查的回应。该调查的最初目的是探索(对COVID-19)风险的感知可能会或可能不会影响人们的行为,并包括SRA。对所有变量进行描述性评估,并对几个均值进行方差分析的交叉表。我们的研究数据支持了我们的假设,即利他主义水平较高的人更有可能参与与流行病相关的帮助行为。数据还显示,我们样本中的大多数人都参与了帮助行为,尽管最无私和最具侵入性(代价最大)的行为是最不常见的。贡献:这些发现对于我们对亲社会行为的细微差别的集体理解是有价值的。这项研究的结果还表明,在SRA上得分高的人在实践亲社会行为方面存在障碍。更好地了解这些障碍可能使我们能够消除它们。
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引用次数: 0
Assessment of social vulnerability to floods in the Samin watershed, Indonesia. 印度尼西亚Samin流域洪水对社会脆弱性的评估。
IF 1.7 Q2 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2026-01-14 eCollection Date: 2026-01-01 DOI: 10.4102/jamba.v18i1.1947
Suryanto Suryanto, Sofyan Sholeh, Rahning Utomowati, Agung Hidayat

Floods are a natural hazard that has a major impact on society because of deaths, injuries, property damage, and economic losses. In the context of exposure to flooding, there is a gap between communities or individuals in each region in responding to and dealing with its impacts because of differences in demographic characteristics, regional structure, availability of facilities, and existing disaster prevention and management efforts. In this study, we assessed social vulnerability to flooding in the Samin watershed using the social vulnerability index (SoVI). Social vulnerability index is a quantitative measure that is widely applied to evaluate social vulnerability. This study compiles the stages of indicator selection, data collection, statistical analysis and normalisation, determination of indicator weights and dimensions using principal component analysis, aggregation of indicators, construction of SoVI, and mapping of results. The results show that dimensions related to demographics and exposure are the causes of the majority of social vulnerability variability. Other important dimensions include the socio-economic dimension and growth ratio.

Contribution: Spatial data-based social vulnerability measurement can be used by the government as a basis for formulating flood disaster management policies in the Samin watershed area.

洪水是一种自然灾害,由于死亡、伤害、财产损失和经济损失,对社会产生重大影响。在面临洪水的情况下,由于人口特征、区域结构、设施的可用性以及现有的灾害预防和管理工作的差异,每个地区的社区或个人在应对和处理洪水影响方面存在差距。在本研究中,我们使用社会脆弱性指数(SoVI)来评估Samin流域的洪水社会脆弱性。社会脆弱性指数是一种广泛应用于社会脆弱性评价的定量指标。本研究编制了指标选择、数据收集、统计分析与归一化、主成分分析确定指标权重和维度、指标汇总、构建SoVI、结果映射等阶段。结果表明,与人口统计和暴露相关的维度是大多数社会脆弱性变异的原因。其他重要的维度包括社会经济维度和增长率。贡献:基于空间数据的社会脆弱性测量可被政府用作制定Samin流域洪水灾害管理政策的基础。
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引用次数: 0
Extent of implementation of the Disaster Risk Reduction and Management Act (RA 10121) in the schools of Cabadbaran City, Philippines. 菲律宾卡巴巴兰市学校实施《减少灾害风险和管理法》(RA 10121)的程度。
IF 1.7 Q2 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2026-01-13 eCollection Date: 2026-01-01 DOI: 10.4102/jamba.v18i1.1991
Nathalie L Daminar, Cora B Cabonce

This study assessed the implementation of Republic Act 10121, the Philippine Disaster Risk Reduction and Management Act, within public schools in Cabadbaran City. The research addressed the effectiveness of programme execution across four thematic areas: prevention and mitigation, preparedness, response, and recovery. The study also examined the administrative capacity of school leaders responsible for disaster risk reduction and management (DRRM) functions. Using descriptive and correlational research designs, the study gathered data through survey analysis from 42 school administrators, including school heads and DRRM coordinators. Results indicated consistent implementation ratings across all thematic areas, with preparedness receiving the highest rating. School administrators demonstrated capacity in institutional planning, resource management, and community engagement. The analysis confirmed a strong positive relationship between programme implementation and administrative capacity, indicating that leadership competence supported effective disaster management. Gaps persisted in infrastructure resilience, financing, and sustained risk reduction.

Contribution: The study affirmed the need for policy integration and continued capacity development to reinforce school-based disaster risk governance.

本研究评估了卡巴巴兰市公立学校实施《共和国法案10121》(菲律宾减少灾害风险和管理法)的情况。该研究涉及四个专题领域方案执行的有效性:预防和缓解、防备、应对和恢复。该研究还考察了负责减少灾害风险和管理(DRRM)职能的学校领导的行政能力。该研究采用描述性和相关性研究设计,通过对42名学校管理人员(包括校长和DRRM协调员)的调查分析收集数据。结果表明,所有专题领域的执行情况评分一致,其中准备工作得分最高。学校管理者展示了在机构规划、资源管理和社区参与方面的能力。分析证实方案执行和行政能力之间有很强的积极关系,表明领导能力支持有效的灾害管理。基础设施韧性、融资和持续降低风险方面的差距依然存在。贡献:该研究肯定了政策整合和持续能力发展的必要性,以加强以学校为基础的灾害风险治理。
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引用次数: 0
Disaster management education in environmental health programs: Academic perspectives within the South African higher education context. 环境健康计划中的灾害管理教育:南非高等教育背景下的学术观点。
IF 1.7 Q2 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2025-10-25 eCollection Date: 2025-01-01 DOI: 10.4102/jamba.v17i1.1949
Patience Mbola, Davies V Nkosi, Oyewale M Morakinyo

Environmental health practitioners (EHPs) are expected to possess critical competencies in disaster risk reduction, emergency response and recovery, which should ideally be developed during undergraduate education. However, since the transition in 2016 from diploma to degree programmes in environmental health in South African higher institutions, there has been limited insight into the adequacy of disaster management training in these programmes. This study aimed to analyse the training content, course structures and competency frameworks currently employed to prepare EHPs in South Africa for roles in disaster management. An exploratory concurrent mixed-methods design examined the current structure and delivery of disaster management modules in environmental health programmes across South Africa. A semi-structured self-administered questionnaire was used to elicit information on the relevance of disaster management in environmental health, course delivery, competency approaches and work-integrated learning. Findings revealed systemic inconsistencies and critical gaps in curriculum implementation. These challenges included the lack of module duration, structure standardisation and the limited integration of work-integrated learning and digital learning methodologies. The study concludes that a standardised national curriculum is needed that is aligned with the South African Disaster Management Framework, the EHP professional scope of practice and the Sendai Framework for Disaster Risk Reduction.

Contribution: The study recommends establishing a Disaster Management Academics Forum to improve curriculum consistency, encourage academic collaboration and promote ongoing quality enhancement. These measures are essential for maintaining uniform graduate skills, which will strengthen the professional capacity of EHPs as frontline workers in disaster risk reduction and further reinforce South Africa's long-term resilience.

环境卫生从业人员(EHPs)应具备减少灾害风险、应急响应和恢复方面的关键能力,这些能力最好是在本科教育期间培养的。然而,自2016年南非高等院校的环境卫生文凭课程向学位课程过渡以来,人们对这些课程中灾害管理培训的充分性的了解有限。本研究旨在分析培训内容、课程结构和能力框架,目前用于准备南非环境卫生服务人员在灾害管理中的作用。一项探索性并行混合方法设计审查了南非各地环境卫生方案中灾害管理模块的当前结构和交付情况。采用了一份半结构化的自我管理问卷,以了解灾害管理在环境卫生、课程讲授、能力方法和工作结合学习方面的相关性。调查结果揭示了课程实施中的系统性不一致和严重差距。这些挑战包括缺乏模块持续时间,结构标准化以及工作集成学习和数字学习方法的有限整合。该研究的结论是,需要一个标准化的国家课程,它与南非灾害管理框架、EHP专业实践范围和仙台减少灾害风险框架保持一致。贡献:本研究建议建立一个灾害管理学术论坛,以改善课程的一致性,鼓励学术合作,促进持续的质量提升。这些措施对于保持统一的毕业生技能至关重要,这将加强EHPs作为减少灾害风险一线工作者的专业能力,并进一步加强南非的长期复原力。
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引用次数: 0
The 6th SASDiR Biennial Conference editorial. 第六届SASDiR双年会议社论。
IF 1.7 Q2 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2025-10-20 eCollection Date: 2025-01-01 DOI: 10.4102/jamba.v17i2.2000
Manta D Nowbuth, Priscila Carvalho
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引用次数: 0
Risk factors threatening the sustainability of crop farming in South Africa. 威胁南非作物种植可持续性的风险因素。
IF 1.7 Q2 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2025-10-16 eCollection Date: 2025-01-01 DOI: 10.4102/jamba.v17i1.1879
Mulweli Matshidze, Vhuthu Ndou

Agriculture is one of the main pillars of the economy in Southern Africa. According to the World Bank, the poverty rate in South Africa at the national level is 55%. Therefore, commercial farming is essential for economic development and poverty alleviation. However, certain factors pose a threat to the long-term viability of commercial crop farming. The aim of this review was to evaluate risk factors threatening commercial agriculture in South Africa. Several anthropogenic and environmental factors, such as climate change, pesticide contamination, land degradation, pests and diseases, were identified as risk factors threatening the sustainability of commercial crop farming in South Africa. Political factors such as the energy crisis and land reform were also identified as areas of great concern. A shift to regenerative agriculture is needed to ensure the sustainability of commercial agriculture because it is presently unsustainable.

Contribution: Agriculture has a crucial role in South Africa's economy, and the threats identified in this study need to be prioritised to help preserve farmers' livelihoods and the overall economy by reducing financial risks, reducing unemployment and maintaining a consistent supply of agricultural exports.

农业是南部非洲经济的主要支柱之一。根据世界银行的数据,南非全国的贫困率为55%。因此,商业农业对经济发展和扶贫至关重要。然而,某些因素对商业作物种植的长期生存能力构成威胁。本综述的目的是评估威胁南非商业农业的危险因素。若干人为因素和环境因素,如气候变化、农药污染、土地退化、病虫害等,被确定为威胁南非商业作物种植可持续性的风险因素。能源危机和土地改革等政治因素也被确定为令人极为关切的领域。为了确保商业农业的可持续性,需要转向可再生农业,因为它目前是不可持续的。贡献:农业在南非经济中发挥着至关重要的作用,需要优先考虑本研究中确定的威胁,通过减少金融风险、减少失业和保持农产品出口的持续供应,帮助保护农民的生计和整体经济。
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引用次数: 0
A collaborative taxonomy of social media indicators for localised disaster response. 本地灾害响应的社会媒体指标的协作分类法。
IF 1.7 Q2 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2025-10-15 eCollection Date: 2025-01-01 DOI: 10.4102/jamba.v17i2.1839
Priscila Carvalho, Zainab Akhtar, Manta Nowbuth, Yaw A Boafo, Ebenezer F Amankwaa, Catalina Spataru, Ferda Ofli, Muhammad Imran

Effective disaster management hinges on prompt, informed decisions, where social media has emerged as a real-time information source. However, current artificial intelligence (AI) systems for disaster response rely on universal taxonomies that assume information relevance is consistent across geographical and cultural contexts - an assumption that fails to account for regional variations in disaster types, response capabilities and local priorities. This study questions the 'one-size-fits-all' approach by developing context-specific social media indicator taxonomies through participatory engagement with 104 stakeholders across Ghana and Mauritius. We developed a taxonomy of 39 social media indicators across four categories: urgent needs, impact assessment, situational awareness and vulnerable populations. Our findings reveal significant regional variations in disaster information priorities that contradict assumptions underlying existing universal frameworks. While impact assessment indicators showed convergence between countries, other categories revealed that there are still important areas for future research on incorporating local stakeholder knowledge into AI system design. Our participatory methodology provides a replicable framework for developing adaptive, context-aware machine learning classifiers that can transform static universal categorisations into dynamic systems aligned with unique regional priorities and operational contexts.

Contribution: We suggest future research areas that span across developing transfer learning approaches that leverage pre-trained multilingual models while incorporating region-specific context, creating active learning frameworks with local validation loops, implementing feedback mechanisms and establishing fair human-in-the-loop annotation processes that maintain quality.

有效的灾害管理取决于迅速、知情的决策,而社交媒体已成为实时信息来源。然而,目前用于灾害响应的人工智能(AI)系统依赖于假设信息相关性在地理和文化背景下是一致的通用分类法——这一假设未能考虑到灾害类型、响应能力和当地优先事项的区域差异。本研究通过与加纳和毛里求斯的104个利益相关者的参与式接触,制定了针对具体情况的社交媒体指标分类法,对“一刀切”的方法提出了质疑。我们制定了39个社交媒体指标的分类,分为四类:紧急需求、影响评估、态势感知和弱势群体。我们的研究结果揭示了灾害信息优先级的显著区域差异,这与现有普遍框架的假设相矛盾。虽然影响评估指标显示了国家之间的趋同,但其他类别显示,在将当地利益相关者知识纳入人工智能系统设计方面,仍有重要的未来研究领域。我们的参与式方法为开发自适应、上下文感知的机器学习分类器提供了一个可复制的框架,该分类器可以将静态的通用分类转换为与独特的区域优先级和操作环境相一致的动态系统。贡献:我们建议未来的研究领域跨越开发迁移学习方法,利用预训练的多语言模型,同时结合特定区域的上下文,创建具有本地验证循环的主动学习框架,实施反馈机制,建立公平的人在循环注释过程,以保持质量。
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引用次数: 0
期刊
Jamba-Journal of Disaster Risk Studies
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