Crisis Management Experience from Social Media: Public Response to the Safety Crisis of Imported Aquatic Products in China during the Pandemic
Abstract
:1. Introduction
2. Materials and Methods
2.1. Research Subject and Data
2.1.1. Data Acquisition and Preprocessing
2.1.2. Online Public Opinion Stage Division Based on the Four-Stage Model
2.2. Research Method
2.2.1. Topic Mining of Different Public Opinion Stages
2.2.2. Emotion Analysis at Different Stages of Public Opinion
3. Online Public Response Based on the Four-Stage Public Opinion
4. Improving the Imported Food Safety Crisis Management Ability Based on Online Public Response
5. Discussion
6. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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Stage | Weibo Text Topic | Release Date | User Name | Heat Value * |
---|---|---|---|---|
I | Another case of COVID-19 was confirmed after 56 consecutive days of no additions in Beijing | 12 June 2020 | Capital Health | 1855.97 |
II | COVID-19 was detected on the cutting board of imported salmon, and Beijing Xinfadi wholesale market was temporarily closed | 13 June 2020 | National Business Daily | 1931.09 |
Experts said that salmon contaminated by the virus did not represent the infection of COVID-19 | Fan_Original Nutritional Information | 4761.805 | ||
Customs and other parties responded why quarantine of imported aquatic products temporarily did not include COVID-19 | China Business Network | 2607 | ||
All provinces and cities investigated farm markets, supermarkets and wholesale markets, and urgently removed salmon and other imported aquatic products from the market | 14 June 2020 | Sina Hunan | 718.805 | |
III | Customs carried out COVID-19 risk monitoring for imported goods such as fresh cold chain products from high-risk countries or regions | 18 June 2020 | China News | 45.485 |
Healthy China | 146.41 | |||
Experts pointed out that aquatic products could be contaminated with COVID-19 rather than infected, and there was no evidence that fish can be infected with COVID-19 | 2 July 2020 | CCTV News | 1210.345 | |
COVID-19 was detected in the outer packaging of imported aquatic products | 10 July 2020 | Issued by Customs | 67.89 | |
Business staff related to imported aquatic products was confirmed positive | 22 July 2020 | CCTV News | 12,553.605 | |
The surface of imported frozen meat products tested positive for COVID-19 | 13 August 2020 | CCTV News | 4743.965 | |
The survey of the epidemic in Dalian was basically completed. It was speculated that a variety of imported aquatic products and outer packaging continued to be polluted, and the environment was polluted after the staff was exposed to infection | 22 August 2020 | CCTV News | 385.035 | |
COVID-19 was detected in imported aquatic products from many countries | 23 September 2020 | People Network | 1152.19 | |
IV | Conclusion: The virus in Beijing Xifadi came from imported cold chain food | 27 October 2020 | Beijing Evening News | 2833.28 |
Stage | Number | Topic Words | Content | Number | Topic Words | Content |
---|---|---|---|---|---|---|
Topic 1–1 | Case, confirmed, Wuhan, infection source | Virus source | Topic 1–6 | Neighborhood, Xinfadi, place, detail | Publish the patient’s origin | |
Topic 1–2 | Beijing, protection, activity, fast speed | Praise the efficiency of epidemic prevention | Topic 1–7 | Track, Announcement, detection, on business | Hope to publish the track | |
I | Topic 1–3 | Qingdao, Hubei, newly increased, contact history | Fear of the spread of the epidemic | Topic 1–8 | Degree, have reached, infection, condition | Consult the patient’s symptoms |
Topic 1–4 | Hubei, quarantine, infected area, reappearance | Consult isolation measures | Topic 1–9 | Time, Fengtai, capital, report, suggestion | Condemn the efficiency of information disclosure | |
Topic 1–5 | Announcement, top search, pandemic, condition | Question the control of comments | ||||
Topic 2–1 | Monitor, speed, upgrade, hurry | Condemn the efficiency of information disclosure | Topic 2–7 | Aquatic products, import, detected, COVID-19 | Fear of the safety of imported aquatic products | |
Topic 2–2 | Xinfadi, case, detail, track | Condemn that a detailed trail of action is not published | Topic 2–8 | Expert, announcement, research, risk | Question the opinion of experts | |
II | Topic 2–3 | Salmon, many, investigation, direction | Ask about the supply and whereabouts of salmon | Topic 2–9 | Import, detection, product, department, work | Propose testing the relevant staff rather than goods |
Topic 2–4 | Salmon, source, bat, virus | Suspect the blame on salmon | Topic 2–10 | Newly increased, six cases, mask, key, no wearing | Condemn no wearing of a mask | |
Topic 2–5 | Teacher, contact, detection, hand-washing, fish meat | Proper food processing methods | Topic 2–11 | Detection, at ease, speed, prevention and control | Praise the response speed | |
Topic 2–6 | Virus, contaminate, seafood, customs, inspection | Question the lack of virus testing when imported | Topic 2–12 | Salmon, environment, source, virus | Fear salmon carrying the virus | |
Topic 3–1 | Virus, Wuhan, Beijing, seafood market, source | Virus source | Topic 3–9 | Import, suspend, ban, danger, cold storage | Support the suspension of imports | |
Topic 3–2 | Salmon, out of market, Dalian, Qingdao | Remove salmon from the market everywhere | Topic 3–10 | Process, imported aquatic products, work, enterprise | Virus contamination link | |
Topic 3–3 | Detection, infection, contaminate, COVID-19 | Salmon may be polluted | Topic 3–11 | Food, relaxation, customs, nationwide, infection | Condemn the lack of food safety supervision and management | |
Topic 3–4 | Ask, import, food, disinfection, cold storage | Proper food processing methods | Topic 3–12 | On earth, infection, pollution, terror, key | Condemn the experts for being vague | |
III | Topic 3–5 | Import, customs, detection, meat, negative | Customs announced the test results of imported products | Topic 3–13 | Dalian, Liaoning, Kaiyang, confirmed, Qingdao, detected | Relevant staff carried COVID-19 |
Topic 3–6 | Xi’an, staff, epidemic prevention, work hard, detail | Encourage epidemic prevention personnel | Topic 3–14 | Danger, less eating, eating seafood, transmit | Fear aquatic products infected with the virus | |
Topic 3–7 | Pandemic, bamboo rat, one-size-fits-all, work | Condemn one-size-fits-all bamboo rat farming | Topic 3–15 | Import, no buying, no eating, aquatic products | No buying of imported aquatic products | |
Topic 3–8 | No eating, aquatic products, fear, pandemic | No eating aquatic products | Topic 3–16 | Belt fish, chicken wing, positive, Brazil, surface, Indonesia | Imported frozen products were detected with COVID-19 | |
Topic 4–1 | Seafood, detection, Wuhan, source, import, outbreak | Link to the epidemic of the Huanan seafood market in Wuhan | Topic 4–4 | Aquatic products, made in China, China | Support made in China | |
IV | Topic 4–2 | Import, foreign, no way, ban, stop | Question why it was imported | Topic 4–5 | India, one week, suspend, no way, strict prevention | Insufficient efforts for prevention and control of import countries |
Topic 4–3 | Ecuador, India, product, positive | COVID-19 was detected in foreign aquatic products |
Positive Comments | Neutral Comments | Negative Comments | |||||||
---|---|---|---|---|---|---|---|---|---|
Stage | Number | Ratio | Mean | Number | Ratio | Mean | Number | Ratio | Mean |
I | 36 | 31% | 0.8187 | 5 | 4% | 0.5098 | 74 | 64% | 0.0683 |
II | 221 | 25% | 0.8515 | 35 | 4% | 0.5005 | 620 | 71% | 0.0662 |
III | 1610 | 32% | 0.8680 | 172 | 3% | 0.4977 | 3315 | 65% | 0.0839 |
IV | 387 | 25% | 0.8350 | 52 | 3% | 0.5071 | 1104 | 72% | 0.0744 |
Total | 2254 | 30% | 0.8599 | 264 | 3% | 0.5002 | 5113 | 67% | 0.0795 |
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Liu, R.; Liu, M.; Li, Y.; Wu, L. Crisis Management Experience from Social Media: Public Response to the Safety Crisis of Imported Aquatic Products in China during the Pandemic. Foods 2023, 12, 1033. https://doi.org/10.3390/foods12051033
Liu R, Liu M, Li Y, Wu L. Crisis Management Experience from Social Media: Public Response to the Safety Crisis of Imported Aquatic Products in China during the Pandemic. Foods. 2023; 12(5):1033. https://doi.org/10.3390/foods12051033
Chicago/Turabian StyleLiu, Ru, Min Liu, Yufeng Li, and Linhai Wu. 2023. "Crisis Management Experience from Social Media: Public Response to the Safety Crisis of Imported Aquatic Products in China during the Pandemic" Foods 12, no. 5: 1033. https://doi.org/10.3390/foods12051033
APA StyleLiu, R., Liu, M., Li, Y., & Wu, L. (2023). Crisis Management Experience from Social Media: Public Response to the Safety Crisis of Imported Aquatic Products in China during the Pandemic. Foods, 12(5), 1033. https://doi.org/10.3390/foods12051033