Kelsey Archer Barnhill

Abstract Thousands of ocean science papers are published each year, yet much of this knowledge remains inaccessible to the non-expert decision-makers advancing ocean sustainability. General-purpose large language models (LLMs) offer a pathway to synthesis but often fall short on reliability, transparency, and scientific grounding. We present IPOSGPT, a domain-specific LLM grounded on a curated corpus of peer-reviewed literature, intergovernmental reports, and environmental policy documents.

Halfdan Mellby og Kelsey Barnhill sier at kunnskapen om havbunnen bare i begrenset grad brukes når akvakultursøknader vurderes. Kronikk: Norge har aldri hatt mer kunnskap om havbunnen – likevel blir denne økende innsikten bare i begrenset grad brukt når akvakultursøknader vurderes. Dette er ikke bare et sløseri med verdifull kunnskap, det kan også bryte med naturmangfoldloven. Siden 2022 har regulatoriske krav ført til en betydelig økning i bunnkartlegging knyttet til akvakultursøknader i Norge.

Abstract Reef-building cold-water-corals (CWC) form deep-sea habitats that can create biodiversity hotspots. As live coral and dead intact framework provide disparate ecosystem services and are vulnerable to different anthropogenic stressors, it is important to quantify the proportions of each on CWC reefs.