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Author

Humberto Llinás

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Review Open access Sep 2026

Marine Protected Area Research and Global Governance Priorities: Thematic Shifts, Geographic Inequalities, and Science–Policy Alignment

Marine Protected Areas (MPAs) are central to global ocean conservation, yet the latent thematic organization of three decades of MPA research has not been systematically characterized. This study applies BERTopic, a transformer-based neural topic modeling framework, to 10,735 peer-reviewed publications indexed in Scopu...

J. de la Hoz-M, Humberto Llinás, Manuel J. Campuzano et al. · 0 citations

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