Author

Magda Guglielmo

Commonwealth Scientific and Industrial Research OrganisationORCID 0000-0002-2800-0657Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Ecology· 2

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:ecology & biodiversity· 2 Approach:deep learning· 1 Research Focus:development & morphogenesis· 1 Approach:experimental assay· 1 Organism:multiple species· 1 Approach:statistical model· 1

Frequent Co-Authors

Aaron Chai· 1 shared Alicia Forbes· 1 shared Brint Gardner· 1 shared Christopher DoropoulosiD· 1 shared Damian P. ThomsoniD· 1 shared Elizabeth A. FultoniD· 1 shared Fabio BoschettiiD· 1 shared George RoffiD· 1 shared

Activity by Year

2025-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 24 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperEcology

Aaron Chai

Mutual co-authors in cluster

Author profile →

2 papers

Recent·Most cited

Data-Driven Discovery of Mechanistic Ecosystem Models with LLMs

Scott Spillias, Jacob G. D. Rogers, Fabio Boschetti, Elizabeth A. Fulton, Magda Guglielmo, Suk Yee Yong, Rowan Trebilco

This paper introduces LEMMA, a framework using LLMs and evolutionary algorithms to generate and refine mechanistic ecosystem models, demonstrating strong performance in marine case studies.

Methods in Ecology and Evolution · Feb 24, 2026Peer-reviewedEcology

The influence of larval retention on coral recruitment

Marine Gouezo, Peter L. Harrison, George Roff, Aaron Chai, Damian P. Thomson, Magda Guglielmo, Lauren K. Hardiman, Alicia Forbes, Brint Gardner, Christopher Doropoulos

This study examines how short periods of slack currents affect coral larval settlement and long-term recruitment, finding that retention increases initial settlement but not long-term survival.

bioRxiv · Mar 14, 2025 · PreprintEcology