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. 2021 Jul 6;3:686720. doi: 10.3389/fdgth.2021.686720

Table 1.

Topic description and summary about COVID-19 produced by LDA model.

Topic Top 10 Most Relevant Words Topic summary
1 Care, pandemic, service, telemedicine, health_care, need, resource, challenge, telehealth, healthcare Health care, Telemedicine
2 Number, case, model, country, estimate, epidemic, estimated, data, daily, rate Epidemiology
3 Case, day, chest, pneumonia, lesion, symptom, consolidation, fever, group, showed Pulmonary
4 China, outbreak, epidemic, world_health, prevention_control, case, disease, novel_coronavirus, public_health, january Disease Outbreak
5 Review, article, pandemic, research, vaccine, current, paper, scientific, literature, evidence Scientific Development
6 Surgery, surgical, procedure, surgeon, hospital, dental, ppe, pandemic, emergency, staff Surgery
7 Mortality, study, compared, included, outcome, risk_factor, higher, group, hospitalized, severe Clinical Outcomes
8 Participant, survey, anxiety, questionnaire, mental_health, respondent, psychological, stress, fear, perceived Mental Health
9 Disease, cardiovascular, acute_respiratory, cardiac, distress_syndrome, severe, ards, cytokine_storm, syndrome, cardiovascular_disease Cardiovascular
10 Treatment, trial, clinical_trial, hydroxychloroquine, drug, study, remdesivir, hcq, tocilizumab, therapy Clinical Trial
11 Cell, ace2, expression, receptor, sarscov2, tissue, human, virus, lung, pathway Pathogenic Mechanism
12 Test, assay, testing, detection, sample, sarscov2, positive, specimen, sensitivity, antibody Diagnosis
13 Child, symptom, pediatric, neurological, report, infection, infant, case, sarscov2, reported Paediatrics
14 Social, crisis, health, economic, pandemic, impact, policy, consequence, psycinfo_database, right_reserved Socio-economic Impact
15 Cancer, icu, intensive_care, treatment, ventilation, mechanical_ventilation, requiring, therapy, lung_cancer, ecmo Oncology
16 Recommendation, risk, guideline, consensus, healthcare_worker, guidance, management, ibd, transplant, expert Guidelines
17 Protein, sarscov2, compound, drug, target, vaccine, spike_protein, binding, inhibitor, epitope Virus Structure
18 Virus, sequence, genome, human, bat, sarscov2, mutation, coronaviruses, genetic, animal Genomic Sequence
19 Resident, person, county, older_adult, household, state, united_state, black, population, among Demographics
20 Level, coagulation, thrombosis, ddimer, severe, elevated, crp, platelet, coagulopathy, aki Haematology
21 Social_medium, information, public, video, news, medium, tweet, hand, misinformation, India Communication
22 Use, vitamin, medication, drug, arb, angiotensin, angiotensin_receptor, ace_inhibitor, blocker, reninangiotensin_system Existing Treatments
23 Liver, respiratory, skin, coinfection, ultrasound, gastrointestinal_symptom, diarrhea, imaging, symptom, fecal Gastroenterology
24 Mask, aerosol, device, droplet, blood, particle, app, airborne, filter, mobile Airborne transmission protection
25 Pregnant_woman, pregnancy, woman, maternal, pregnant, birth, neonatal, delivery, suspected, radiology_department Pregnancy

After optimising the LDA model, 25 topics were produced. The topics are listed in descending order of prevalence in the corpus. The top 10 words (middle column) are chosen based on relevance to the topic, with lambda = 0.6 (15). The topic summary (last column) is based on the consensus of the authors after reviewing the top 20 words and the top 10 abstracts.