0
Article Tier 2 Detection Methods Environmental Sources Food & Water Human Health Effects Marine & Wildlife Policy & Risk Remediation Sign in to save

Identifying Emerging Issues in the Seafood Industry Based on a Text Mining Approach

Applied Sciences 2024 1 citation

AI summary Read the abstract

Researchers used text mining and keyword analysis of news application programming interfaces to identify emerging issues in the seafood industry, moving beyond traditional literature-based or expert-judgment approaches. The method revealed patterns in topics such as microplastics, food safety, and sustainability that are gaining attention in industry news coverage.

Study Type Environmental

Identification of emerging issues has garnered growing interest as a way to establish proactive policy formulation. However, in fisheries research, analyzing such issues has largely depended on the literature or researchers’ judgment. We use keyword analysis, targeting news application programming interfaces (News APIs) (72,981 news sources and blogs), to investigate issues in the global seafood industry from January 2019 to March 2022. Among a variety of topics identified by year and country, in general, seafood market function, health, and tariffs were the main issues in 2019, while COVID-19-related issues were primarily mentioned between 2020 and 2021. After 2022, the role of the market regained attention, and various new issues rose to the surface. To identify emerging issues, we jointly employ dynamic time warping (DTW) and growth models, which derive several keywords, including coercion, cuisines, food safety, ketones, plastic ingestions, seafood alcohol, urbanization, wastewater treatment, and the World Trade Organization (WTO). High interest in food safety, environmental change, trade conflict, and seafood value improvement reveal the need for proper policy responses.

More Papers Like This

Article Tier 2

Emerging risk identification in the food chain using text mining–supported monitoring of food safety news: insights from 2022 to 2023

AI summary Read the abstract

Researchers applied automated text-mining of European food-safety news from 2022–2023 to identify emerging food-chain risks, finding that microplastics, PFAS, and pesticide-related signals increased markedly compared to 2020–2021 and that combining algorithmic topic detection with expert evaluation provides an effective early-warning system for regulators.

Article Tier 2

A Study on Environmental Trends and Sustainability in the Ocean Economy Using Topic Modeling: South Korean News Articles

AI summary Read the abstract

Researchers used topic modeling of over 50,000 South Korean news articles from 2008-2022 to track evolving environmental concerns in ocean economy sectors, revealing shifts in public and media attention toward marine sustainability and pollution issues over time.

Article Tier 2

Information Extraction from Unstructured Data on Microplastics through Text Mining

AI summary Read the abstract

Researchers used text mining and natural language processing to analyze unstructured news and social media data about microplastic pollution. The approach revealed hidden trends and public concerns that are not always captured in academic literature, offering a new way to track how awareness of microplastics is evolving.

Article Tier 2

Detection of Microplastic in Seafood

AI summary Read the abstract

This review synthesizes research on the detection of microplastics in seafood, examining analytical methods and the prevalence of plastic contamination across commercially important marine species. Seafood is among the most direct dietary pathways for human microplastic ingestion, making reliable detection methods essential for quantifying health risks and informing food safety standards.

Article Tier 2

Microplastic Pollution and Contamination of Seafood (Including Fish, Sharks, Mussels, Oysters, Shrimps and Seaweeds): A Global Overview

AI summary Read the abstract

This global review compiled 15 years of research showing that microplastics contaminate a wide range of seafood, including fish, sharks, mussels, oysters, shrimp, and seaweed. Seafood is a key pathway through which humans are regularly exposed to microplastic particles.

Research digests by email

When a large batch of papers lands in the Atlas, we read through it and send a short write-up of what stood out.

Email me about

Share this paper