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. 2024 Jan 31;26:e47508. doi: 10.2196/47508

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.