systematic review
2 stories filed under systematic review on World Data Ocean. The newest of them: “Mapping the Human Factors Behind Maritime Accidents Through Systematic Review” and “Validating Northern Krill as a Calibrated Source of Ocean Protein”. Human error drives most maritime accidents, yet the underlying causal factors remain stubbornly difficult to map systematically. Northern krill (*Meganyctiphanes norvegica*) remains a largely uncalibrated source of ocean protein, despite its ecological prevalence. A Global Hub for Ocean Intelligence 4 World Data Ocean is a centralized digital platform where researchers, scientists, and ocean enthusiasts converge to… The list below is every systematic review story on World Data Ocean, newest first.

Mapping the Human Factors Behind Maritime Accidents Through Systematic Review
Human error drives most maritime accidents, yet the underlying causal factors remain stubbornly difficult to map systematically. A new systematic review of 65 eligible studies confirms that the Human Factors Analysis and Classification System has matured beyond simple accident classification into a genuinely integrated analytical tool. Researchers in China and Türkiye are leading this growth, combining HFACS with probabilistic and data-driven methods. For deeper context on how human factors shape risk models, see our related study *Quantifying human factors in vessel loss-of-control risk models*.

Validating Northern Krill as a Calibrated Source of Ocean Protein
Northern krill (*Meganyctiphanes norvegica*) remains a largely uncalibrated source of ocean protein, despite its ecological prevalence. Our systematic review, conducted to PRISMA 2020 standards, reveals critical knowledge gaps: insufficient long-term population studies, incomparable biomass estimates, and a lack of toxicity data on protein concentrates. The constraint to sustainable use is not the processing chemistry, but responsible biomass access. Understanding drives protection. For deeper context on how marine environments are changing, see our coverage of Japan's earlier cherry blossoms.