Data-Driven Discovery of Mechanistic Ecosystem Models with LLMs
Summary
preprint
Fabio Boschetti
Work
CSIRO
Australia
CSIRO
|Reseach Scientist
Australia
→
Education
The University of Western Australia
Australia
→
PhD
Publications
AI-Driven Knowledge Synthesis for Food Web Parameterisation
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preprint
The Future of Artificial Intelligence in Ecosystem Modelling
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other
Geoclimatic Distribution of Satellite-Observed Salinity Bias Classified by Machine Learning Approach
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journal-article
Evaluating Generative AI to Extract Qualitative Data from Peer-Reviewed Documents
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preprint
Human-AI Collaboration to Identify Literature for Evidence Synthesis
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journal-article
The socio-ecological resilience and sustainability implications of seafood supply chain disruption
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journal-article
Sea surface temperature predictability assessment with an ensemble machine learning method using climate model simulations
Published by
Deep Sea Research Part II: Topical Studies in Oceanography
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journal-article
Evidence for three distinct climate change audience segments with varying belief-updating tendencies: implications for climate change communication
Published by
Climatic Change
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Foresighting future oceans: Considerations and opportunities
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Influence of offshore oil and gas structures on seascape ecological connectivity
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Deep aspirations: towards a sustainable offshore Blue Economy
Published by
Reviews in Fish Biology and Fisheries
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journal-article
Predictability of sea surface temperature anomalies off Sumatra-Java in the eastern Indian Ocean - Assessed using a convolutional neural network model
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Thirty critical research needs for managing an ecologically and culturally unique remote marine environment: the Kimberley region of Western Australia
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Deep aspirations: towards a sustainable offshore Blue Economy
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Setting priorities for conservation at the interface between ocean circulation, connectivity, and population dynamics
Published by
Ecological Applications
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Clarifying the current role of a social license to operate in its legal and political context: An examination of mining in Western Australia
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Sectoral futures are conditional on choices of global and national scenarios – Australian marine examples
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Zone specific trends in coral cover, genera and growth-forms in the World-Heritage listed Ningaloo Reef
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Information-theoretic measures of ecosystem change, sustainability, and resilience
Published by
ICES Journal of Marine Science
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journal-article
Information-theoretic measures of ecosystem change, sustainability, and resilience
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journal-article
Quantitative Foresighting as a Means of Improving Anticipatory Scientific Capacity and Strategic Planning
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journal-article
Setting priorities for conservation at the interface between ocean circulation, connectivity, and population dynamics
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journal-article
WAMSI 2.2.8 Knowledge integration and MSE modelling
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data-set
Perceptions of system-identity and regime shift for marine ecosystems
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journal-article
Analyzing social media data: A mixed-methods framework combining computational and qualitative text analysis
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journal-article
Perceptions of system-identity and regime shift for marine ecosystems
Published by
ICES Journal of Marine Science
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Proactive, reactive and inactive pathways for scientists in a changing world
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Proactive, Reactive, and Inactive Pathways for Scientists in a Changing World
Published by
Earth's Future
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Self-referential basis of undecidable dynamics: from The Liar Paradox and The Halting Problem to The Edge of Chaos
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journal-article
Declining abundance of coral reef fish in a world-heritage-listed marine park
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10-year trends in coral assemblages at Ningaloo Reef reveal dramatically different responses in reef flat and reef slope habitats
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lecture-speech
Urban Transformation Stories for the 21st Century: Insights from Strategic Conversations
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journal-article
10-year trends in coral assemblages at Ningaloo Reef reveal dramatically different responses in reef flat and reef slope habitats
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lecture-speech
Citizens’ perception of the resilience of Australian cities
Published by
Sustainability Science
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journal-article
Testing the consistency between goals and policies for sustainable development: Mental models of how the world works today are inconsistent with mental models of how the world will work in the future
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journal-article
Integrated modelling to support decision-making for marine social-ecological systems in Australia
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journal-article
10-year declines in Acropora corals and a shift toward more generalist life-history traits at northern Ningaloo Reef, Western Australia
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report
A model Ningaloo coral reef system to test cause-effect pathways
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report
Myths of the City
Published by
Sustainability Science
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journal-article
Myths of the City
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Citizens’ Perception of the Resilience of Australian cities
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Models and People: an alternative view of the emergent properties of computational models
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A call for empirically based guidelines for building trust among stakeholders in environmental sustainability projects
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journal-article
How the movement characteristics of large marine predators influence estimates of their abundance
Published by
Ecological Modelling
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journal-article
How the movement characteristics of large marine predators influence estimates of their abundance
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journal-article
Key issues and drivers affecting coastal and marine resource decisions: Participatory management strategy evaluation to support adaptive management
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A simulation interface for water quality modelling software in South-East Queensland
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A multi-model approach to engaging stakeholder and modellers in complex environmental problems
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Of sets of offsets: cumulative impacts and strategies for compensatory restoration
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Measuring cultural values and beliefs about environment to identify their role in climate change responses
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Citizens’ Views of Australia’s Future to 2050
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Drivers influencing adaptive management: a retrospective evaluation of water quality decisions in South East Queensland (Australia)
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journal-article
Density of reef sharks estimated by applying an agent-based model to video surveys
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journal-article
Assessing attitudes and cognitive styles of stakeholders in environmental projects involving computer modelling
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journal-article
The quantum inspired modelling of changing attitudes and self-organising societies
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conference-paper
How computational models predict the behavior of complex systems
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journal-article
A computational model of a mental model used to reason about climate change
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journal-article
An Evaluation of Management Strategies for Line Fishing in the Ningaloo Marine Park
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report
Ningaloo Collaboration Cluster: Adaptive Futures for Ningaloo
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report
Modelling = conditional prediction
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journal-article
A probabilistic approach to exploring low-dimensional global dynamics
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conference-paper
Causality, emergence, computation and unreasonable expectations
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journal-article
Interactive modelling for natural resource management
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journal-article