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Integrative Modelling

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Integrative Modelling is an interdisciplinary approach that combines various modeling techniques and data sources to create comprehensive representations of complex systems. It aims to enhance understanding and prediction by integrating qualitative and quantitative data across different domains, facilitating holistic analysis and decision-making.
lightbulbAbout this topic
Integrative Modelling is an interdisciplinary approach that combines various modeling techniques and data sources to create comprehensive representations of complex systems. It aims to enhance understanding and prediction by integrating qualitative and quantitative data across different domains, facilitating holistic analysis and decision-making.

Key research themes

1. How can diverse tools and participatory methods be systematically selected and applied to enhance integrative modeling outcomes?

This research theme focuses on understanding and improving the process of selecting appropriate tools and methods in participatory modeling (PM) and related integrative modeling activities. Effective tool and method selection is critical in complex modeling processes involving multiple stakeholders and diverse knowledge types. The theme addresses challenges in method selection due to the diversity of available approaches, the influence of modelers' prior experiences, and the need for systematic guidelines to support learning and decision-making throughout the modeling process.

Key finding: Provides a systematic overview, categorization, and assessment of tools and methods used in participatory modeling, highlighting that prior modeler experience dominantly influences method selection. The study recommends... Read more
Key finding: Synthesizes critical questions guiding environmental participatory modeling research and practice, emphasizing challenges in stakeholder engagement, power dynamics, and technical expertise barriers. Reinforces the necessity... Read more
Key finding: Offers a comprehensive guide to commissioning, developing, and deploying computational models for decision-making across diverse domains. Articulates distinct modeling purposes affecting design and validation processes, such... Read more

2. What methodological processes and frameworks enable effective integration of heterogeneous models into cohesive integrated modeling systems?

This theme investigates the technical and conceptual processes involved in integrating multiple individual models—often developed with different tools, assumptions, and domain focuses—into coherent integrated modeling systems. Issues include interoperability at technical and semantic levels, managing data exchange, testing integrated workflows, and ensuring reuse and discoverability of components. Emphasis is placed on establishing iterative, phase-based integration frameworks to facilitate model orchestration and cumulative reuse.

Key finding: Identifies five iterative phases of the model integration process: pre-integration assessment, preparation of models for integration (including interface standards), orchestration during simulation, data interoperability, and... Read more
Key finding: Proposes a nuanced conception of model validity for integrated assessment models (IAMs) in climate change, introducing 'credence' as graded justified belief in model outputs contingent on epistemological, empirical, and... Read more
Key finding: While primarily focused on education, this work presents an integrative model approach (UONEDU) exemplifying how system integration in digital education contexts requires addressing multiple domains, including technological... Read more

3. How can computational and systems thinking be integrated through modeling to support understanding of complex systems and inform decision-making?

This theme addresses the cognitive and educational aspects of integrative modeling, focusing on how modeling practices can be designed to simultaneously develop systems thinking (ST) and computational thinking (CT). It examines frameworks and pedagogical strategies that support learners and practitioners in conceptualizing complex phenomena, decomposing problems, understanding causal interactions, and creating algorithmic representations to facilitate scientific explanation and policy decisions.

Key finding: Develops a theoretical framework highlighting how modeling engages both systems thinking and computational thinking to investigate, explain, and predict complex phenomena. Emphasizes interrelated cognitive practices like... Read more
Key finding: Illustrates how the models and modeling perspective can be employed in mathematical education research and instruction, particularly to enhance students' covariational reasoning and understanding of dynamic phenomena.... Read more
Key finding: Describes a research community and approach emphasizing model-eliciting activities to understand and facilitate students' and teachers' reasoning about real-world situations. Focuses on conceptual models as tools for... Read more

All papers in Integrative Modelling

Language teaching has often raised the issue of students' overall academic performance. This paper deals with a foregrounding subject in language teaching namely grammar teaching. With regard to the critical situation of grammar teaching... more
If citing, it is advised that you check and use the publisher's definitive version for pagination, volume/issue, and date of publication details. And where the final published version is provided on the Research Portal, if citing you are... more
In this paper, we propose a computational model to investigate the coupling between cell's adhesions and actin fibres and how this coupling affects cell shape and stability. To accomplish that, we take into account the successive stages... more
Mineral rich regions can pose particular land use planning challenges due to economic pressure to mine that can face strong opposition from those concerned about social and environmental impacts. While fundamentally opposing values cannot... more
Mineral rich regions can pose particular land use planning challenges due to economic pressure to mine that can face strong opposition from those concerned about social and environmental impacts. While fundamentally opposing values cannot... more
The present work shows a computer model for Risk Assessment of Basins by Ecotoxicological Evaluation (RABETOX), using a probabilistic approximation based on Monte Carlo analysis. This feature extends the forecasting capability of the... more
Language teaching has often raised the issue of students' overall academic performance. This paper deals with a foregrounding subject in language teaching namely grammar teaching. With regard to the critical situation of grammar teaching... more
Language teaching has often raised the issue of students' overall academic performance. This paper deals with a foregrounding subject in language teaching namely grammar teaching. With regard to the critical situation of grammar teaching... more
The present article aims at providing some empirical evidence on the important role student engagement plays in responding to student needs and in enhancing the quality of the teaching and learning environment in Moroccan universities.... more
In education and educational science there is a whole field that is invented, made or designed with innovation for people and their intention for the purpose of education and its support or development. In the literature, numerous... more
The paper aims to give the author’s reflection about the material development on Conditional Sentence material in Curriculum 2006 of Vocational High School. The study is interested because in the Curriculum 2006, especially in Vocational... more
The present article aims at providing some empirical evidence on the important role student engagement plays in responding to student needs and in enhancing the quality of the teaching and learning environment in Moroccan universities.... more
Digital education is education supported by technology. In the literature, numerous definitions of terms can be found: web-assisted learning, distance learning, e-learning, online learning. These terms should be considered in the context... more
. ‫البوعينين‬ ‫عبداللة‬ ‫هيفاء‬ ‫مشارك‬ ‫أستاذ‬ ‫األجنبية‬ ‫اللغات‬ ‫قسم‬ ‫باستمرار‬ ‫يواجهها‬ ‫مشكلة‬ ‫الدراسة‬ ‫هذه‬ ‫تناقش‬ ‫بج‬ ‫اإلنجليزية‬ ‫اللغة‬ ‫بقسم‬ ‫والمدرسين‬ ‫الطلبة‬ ‫امعة‬ ‫مقررات‬ ‫في‬ ‫الطلبة‬ ‫بأداء‬ ‫المشكلة‬ ‫ترتبط‬... more
English is considered to be the Lingua Franca of the world, it has ridden the crest of globalization and technology to reach all of the countries of the globe. Wherever people go, they come across commercial brands, articles, Logos, TV... more
An Integrative Model of Grammar Teaching: from Academic to Communicative Needs YAHYA DKHISSI Chouaib Doukkali University El Jadida, Morocco Abstract: Language teaching has often raised the issue of students’ overall academic... more
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