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.