Table 5.
Topic feature extraction analysis of microblog comments about the COVID-19 pandemic at different stages in China from July 2020 to June 2021.
Stage and subject number | Subject content | Keywords extracted by the LDAa model | |
Phase 1 | |||
|
T1 | New confirmed cases | Pandemic rebound, death, persistence, fear, migration, virus spread, contagion risk, pandemic prevention |
|
T2 | Import from abroad | Disinfect, detect, security, risk level, classification, source control, viral activity, personnel contact |
|
T3 | Asymptomatic infection | Isolation, therapy, monitor, incubation personal, close contacts, medical observe, infectiousness, immunity |
|
T4 | Nucleic acid testing (NAT) | 24 hours, region, sampling method, screening, antigen detection, sampling point, information input, detection result |
Phase 2 | |||
|
T5 | Cold chain food | Traceability, cheek, disinfect, safety, risk, touch, nucleic acid testing, virus |
|
T6 | COVID-19 vaccine | Clinical trials, safety, side effect, output, validity, develop, price, inoculate |
|
T7 | Pandemic prevention measures | Face mask, health, disinfect, body temperature, nucleic acid testing, immunity, quarantine, vaccine |
|
T8 | Medium or high-risk areas | Cases, asymptomatic infection, spread risk, medical insurance, living necessities, regional control, nucleic acid testing, health monitoring |
Phase 3 | |||
|
T9 | Vaccination | Vaccination rate, necessity, population immunity, adverse reactions, antibody, allergy, personal protection, inoculation contraindication |
|
T10 | Cluster infection | Source of infection, chain of transmission, close contacts, gathering activity, nucleic acid testing, pandemic prevention awareness, route of transmission, policy control |
|
T11 | Variant strain | Omicron, Delta, critically patients, panic, contagious, pathogenic, mortality rate, drug resistance |
|
T12 | Close contact | Centralized isolation, medical observation, nucleic acid testing, body temperature, abnormal signs, incubation period, clinical symptoms, movement tracking |
aLDA: latent Dirichlet allocation.