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Development of research on COVID-19 by the World Scientific Community in the first half of 2020
Daniel Tinôco1* and Suzana Borschiver2
Available from: (registering DOI)
The World Scientific Community has carried out several studies on the novel coronavirus, responsible for the current COVID-19 pandemic. This study aimed to verify the development level and research evolution on COVID-19, summarizing experts' main trends in the first half of 2020. The most cited articles focused on understanding the disease, addressing aspects of its transmission, viral activity period, symptoms, health complications, risk factors, and the estimate of new cases. These papers also focused on the treatment/prevention and management of COVID-19. Several drugs and alternative treatments have been investigated, such as the convalescent plasma transfusion and stem cell transplantation, while an efficient vaccine is developed. Prevention and control measures, such as social isolation and immediate case identification, were also investigated. Therefore, the main COVID-19 trends were identified and classified in disease, treatment/prevention, and pandemic management, contributing to scientific understanding and future studies.
Keyword: Novel coronavirus; SARS-CoV-2; COVID-19 scientific development; COVID-19 evolution; COVID-19 trends.


At the end of December 2019, in Wuhan's city in China, a novel coronavirus appeared, responsible for a severe acute respiratory syndrome, similar to the one in 2003, called SARS-CoV-2. A month later, the World Health Organization (WHO) declared that the coronavirus disease 2019 (COVID-19) outbreak consisted of a Public Health Emergency of International Importance, after H1N1 (2009), Poliomyelitis (polio) (2014), Ebola in West Africa (2014), Zika (2016), and Ebola in the Democratic Republic of Congo (2019). In March 2020, WHO declared the COVID-19 pandemic 1.
In the first half of 2020 alone, the COVID-19 pandemic was marked by more than 11.6 million infected people, more than 500,000 deaths, and 216 affected countries worldwide, according to WHO. Until this moment, the USA and Brazil were the countries with most disease cases 2.
With the emergence and advancement of COVID-19, the world scientific community began a series of investigations and research to understand the behavior of the novel coronavirus in the human body, the consequences of the disease caused by it, and the most effective treatment for the combating of the COVID-19 pandemic. Furthermore, several studies have presented disease management guidelines or held discussions about implementing public health policies by the affected countries' governments 3,4. Social isolation measures, rapid identification of suspected cases, and the tracking and follow-up of potential contacts between infected and non-infected were the main strategies suggested as efficient in preventing and controlling the COVID-19 4.
In this study, a prospection of scientific articles about COVID-19 was carried out, aiming to establish the scientific trajectory of the disease and identifying the development level of worldwide research on the novel coronavirus in recent months, specifically from February to June 2020. The selected papers were classified according to their approach, highlighting the transmission aspects, symptoms, risk factors, proposed treatments, clinical tests, and measures to prevent and control the disease.
Scientific Studies
China, the USA, and the U.K. were the countries with the most papers on COVID-19 cited by the scientific community. About 28% of the scientific investigations were performed by Chinese research institutions and universities, followed by 16% from the USA and 11% from the U.K. Several studies were conducted in hospitals by health professionals linked or not to the academy (Figure 1). Medical associations from different countries and national and international scientific research centers, such as the Centers for Disease Control and Prevention (USA) 5 have also developed research on the subject.

Figure 1: The most cited papers on COVID-19 by country.

About 60% of the papers presented disease aspects, whose main nomenclatures were: COVID-19, SARS-CoV-2 (acute respiratory syndrome coronavirus 2), Novel coronavirus pneumonia, and Wuhan pneumonia. The novel coronavirus origin was attributed to two animals, the bat and the pangolin. For the bats, two types of viruses have been reported: bat-SL-CoVZC45 and bat-SL- CoVZXC21 6. For the pangolins, the Pangolin-CoV was identified 7. About 23% of the papers corresponded to the disease's treatment and prevention investigations, and 17% discussed COVID- 19 management (Figure 2). Many studies on the disease were due to the novelty of this virus, in which, despite the experience with Sars-CoV in 2003, little was known about the treatment and control forms. Therefore, in the first months, specialists investigated the disease mostly to understand it and control it.

Figure 2. Main approaches on COVID-19 of the most cited papers.
Scientific Trajectory
The scientific trajectory revealed essential aspects for the understanding of the COVID-19. Approximately 70% of the papers discussed the disease in March 2020, 50% approached the treatment and prevention in February 2020, and 30% suggested management measures of disease in May 2020 (Figure 3). The search for treatment before a complete understanding of the disease can be explained by the novelty and the rapid advance of COVID-19, which in February 2020 required immediate action to control the infection. With the disease development and the scientific research advancement, about 67% of the investigations in June 2020 focused on understanding the disease.

Figure 3. Scientific trajectory on COVID-19 investigations in terms of disease, 107 treatment/prevention and management approaches.
COVID-19 was characterized as flu, capable of generating complications in the human respiratory system, such as pneumonia. People with comorbidities or old age were more prone to the most severe disease stage, transmitted through direct contact with infected people and the air. The symptomatic period was more extended than that of ordinary flu, and the transmissibility and infectivity were considered more significant than SARS-CoV, with the prediction of many more contaminated and deaths. The research focus reporting the disease has varied over the months. In February 2020, the concern was to predict the disease's behavior, while in June 2020, it was to identify the health complications caused by COVID-19. The other disease aspects, such as transmission, time, symptoms, and risk factors, were addressed according to their identification and occurrence in the infected people (Figure 4).

Figure 4. Main disease aspects identified in research on COVID-19.
Two types of transmission have been identified in scientific research: secondary and tertiary transmissions. In both cases, the transmission occurred through direct contact by droplets exchanged between infected and healthy people, as verified by previous studies 6. The secondary transmission was also attributed to hospital transmission and contact between asymptomatic and healthy patients. However, the COVID-19 expansion in the world has been attributed to international travel, especially by people from China 6. One of China's first transmission cases occurred with a 54-year-old Korean man who lived in Wuhan, China. Upon returning to Korea, the man transmitted the disease to a friend (secondary route), who, in turn, transmitted it to his wife, son, and another friend (tertiary route) 8. At the beginning of the pandemic, both transmission types were also reported in scientific articles; however, in March 2020, the only secondary transmission was reported. In the following months until June 2020, the novel coronavirus's transmission type was not reported by the most cited papers (Figure 5A). The closure of borders and international airports possibly contributed to the reduction of tertiary transmissions in the world.
The novel coronavirus' behavior and the disease manifestation were correlated with the incubation, communicable, and symptomatic periods, and viral shedding (Figure. 5B). The average incubation period was 5 days 4, similar to the SARS time, within the expected range for MERS (between 5 and 7 days), and less than the non-SARS (3 days) 9. However, other studies have reported an average time between 5 and 7 days, such as 5.8 days 10, 6.4 days 6,11, and 6.7 days 12. The incubation period determination contributes to the monitoring, surveillance, control, and estimation of COVID-19 9. The incubation period was investigated between March and May 2020, in at least 67% of the papers, possibly because it represents an important control factor for disease transmission.
The communicable period corresponds to the interval between the positive clinical diagnosis and the negative tests for COVID-19. The average communicable period was 9.5 days, reaching up to 21 days for asymptomatic cases 13. The average COVID-19 symptoms period was 11.5 days in 97.5% of patients, with an interval of 1.2 days between the onset of symptoms and hospitalization. Disease development was also expected after 14 days of active monitoring or quarantine in about 101 cases for every 10,000 9. The viral shedding median was 20 days, reaching up 37 days in cured patients. The viral shedding has also been identified in killed patients. For the treated patients with antivirals, in the severe and in the critical stages, the viral shedding median was 22, 19, and 24 days, respectively 14. These four-time parameters were mostly researched between March and May 2020, at least 17% of published studies.
The main COVID-19 symptoms were fever, cough, sputum, chills, fatigue, shortness of breath, headache, and olfactory and gustatory disorders. Several asymptomatic cases have also been identified worldwide (Figure 5C). Fever was the most common symptom among patients, and the first identified early in the pandemic 15, followed by dry cough 6, fatigue or myalgia, and headache 12,16. The onset of fever and cough occurred, respectively, in 5 and 7 days 8, being the fever classified as mild (37.3-38.9 °C) or moderate (38.1-39 °C) 16. The onset of fatigue occurred in 8 days 17.
Other symptoms also verified in COVID-19 patients were sputum 18, chills, shortness of breath or dyspnea 12,17, diarrhea, and olfactory and gustatory disorders 19. In almost 86% of patients, olfactory dysfunctions were identified while gustatory dysfunctions in 88% of those evaluated in a European clinical study on these symptoms. Both dysfunctions were not associated with nasal obstruction, and the women were more affected than men 19.
Asymptomatic cases were also identified. In a study, 24 asymptomatic cases were evaluated. Approximately 21% developed symptoms, such as fever, cough, and fatigue during hospitalization, and at least 21% had complications in the lungs 13. In another study, the COVID- 19 proportion of asymptomatic cases reached 32%, higher than measles (8%), and lower than polio (90-95%) 11. The information on asymptomatic cases can help COVID-19 infection control and prevent a second outbreak.
Health complications
COVID-19 is an acute respiratory syndrome that can progress to pneumonia. Clinical evidence of this complication was performed by chest computed tomography (C.T.), which identified bilateral abnormalities, peripheral (showing air bronchograms), ill-defined, and ground-glass opacification 20,21. These abnormalities predominantly involved the lower lobes of the right lung 16,22. The multifocal peripheral ground-glass image pattern and mixed opacity prevalent in the lower lung can be seen in the first week of the disease, although many infected people do not have these complications previously 18. Furthermore, patients may have multiple lobe involvement, interlobular septal thickening 23, unilobar inverted halo 24, traction bronchiectasis, and architectural distortion 25. The diagnosed lesions included irregular lesions, large confluent, and small nodular lesions 24, being the diffuse or irregular shape, with ground-glass opacity consolidation, observed between 1 and 3 weeks from disease onset 18,22. Irregular lesions were identified mainly in the lower lobes and along the pleura, while nodular lesions were distributed in the white-vascular bundle forms 24. These anomalies have also been identified in asymptomatic patients, thus being additional evidence to the laboratory results for an early COVID-19 diagnosis 22. Chest CT showed a low rate of COVID-19 misdiagnosis, being, therefore, an option for rapid diagnosis of the disease, although it is limited in the identification of the virus type responsible for pulmonary complications.26 Only in May 2020, at least 80% of papers reported studies about other pulmonary complications caused by COVID-19 (Figure 5D).
The COVID-19 patients have also shown a decrease in blood oxygen saturation (hypoxemia), a reduced white blood cell count (leukopenia), with a specific reduction in lymphocytes (lymphopenia), and changes in C-reactive protein 18. Many patients had higher levels of Pt, APTT (activated partial thromboplastin time), d-dimer, lactate dehydrogenase, PCT (procalcitonin), ALB (albumin), and aspartate aminotransferase 14, 25. Patients with previous lung tumors showed edema, exudate, focal reactive pneumocyte hyperplasia with irregular inflammatory cell infiltration, and multinucleated giant cells in the initial phase of COVID-19, even though hyaline membranes were not prominent 28.
Psychosomatic issues, such as anxiety, stress, and depression during the COVID-19 pandemic, were observed, especially in March and April 2020, in at least 10% of the most cited papers. An online survey with more than 1,200 people was conducted in 194 Chinese cities. More than half of the interviewees reported moderate to severe psychological impact, 16.5% depressive symptoms, approximately 29% anxiety, and just over 8% some stress. The survey also found that just over 75% of respondents had concerns about family members' contamination. The most severe levels of mental health complications have been identified among women, especially students 29.
Risk factors
The main risk factors for COVID-19 involved age, gender, and comorbidities such as hypertension, diabetes, heart disease, and cancer (Figure 5E). Age was considered the leading risk factor by the scientific community since the advanced age increased hospital deaths by a ratio of 1:10 14. The average age was 63-64 years, for the most severe cases 15,30. China and the USA have seen more severe cases in people over the age of 65 5. The children with an average age of 8 years presented mild to moderate symptoms or were diagnosed as asymptomatic in most cases 31. When associated with the male gender, underlying comorbidities, and progressive radiographic deterioration 13, 22, the death probability was even more remarkable. Hypertension, diabetes, and coronary heart disease were identified as comorbidities critical to COVID-19 14,30. Obesity was also verified 32. Patients with acute kidney injury (AKI) had a higher risk of hospital death 33. Cancer was also assessed as an essential risk factor, whose clinical management requires structure, preparation, and agility on the oncology community 34, primarily due to the immunocompromise of patients undergoing invasive cancer treatment 35.
Some scientific studies estimated the number of cases, mortality rate, and contact tracing (especially the zero case) since the beginning of the COVID-19 pandemic (Figure 5F). The increase of cases worldwide was related to international travel and late social isolation established by countries, leading to an immediate outbreak of COVID-19, as previously seen in Italy and Spain, and after in the USA and Brazil. The mortality rates in China and Italy became identical and equal to 2.3%, with older adults' predominance. The failure to identify the Italian zero case may have influenced that rate 36. Travel ban measures in Wuhan (China) contributed to the reduction of about 80% of predicted imported cases in mid-February 2020, despite a predicted disease progression delay of only 3 to 5 days. Travel restrictions would only effectively alter the COVID- 19 progress if combined with a reduction of at least 50% in the community transmissions 37. Travel restrictions were also beneficial in reducing the average number of daily reproductions in Wuhan, which dropped from 2.35 to 1.05 a week after adopting these measures 38. All estimates were made using the exponential growth rate from Chinese exported cases for COVID-19, where the necessary number of reproduction (secondary transmission) and the mortality rate could be determined. The COVID-19 pandemic was predicted from two scenarios: from a single case and using the growth rate adjusted with other parameters. Mortality rates ranged from 5.3% to 8.4%, while the number of secondary cases ranged from 2.1 to 3.2 for the scenarios, respectively 39. In May and June 2020, research on the COVID-19 cases' estimation was not among the most cited papers in the period, possibly due to disease stabilization in many countries and the interest in other more critical disease aspects.

Figure 5. Scientific trajectory on COVID-19 disease in terms of (A) Transmission. (B) Time. (C) Symptoms. (D) Health complications. (E) Risk factors. (F) Estimative.

Treatment and Prevention
COVID-19 treatments have included strategies to control the disease's leading symptoms and health complications due to the limitations in the rapid development of a vaccine against the SARS-CoV-2. Therefore, different drugs have been investigated since February 2020 as treatment measures, considered palliative and not preventive ones. Medicaments used to fight other viruses have been widely carried out. Alternatively, antibody transfusion and stem cell transplantation have been evaluated in some studies (Figure 6).

Figure 6. Main treatment and prevention approaches identified in research on COVID-19.

Several antiviral drugs have been investigated (Figure 7). Lopinavir-ritonavir was used to treat HIV (human immunodeficiency virus) and was used to treat COVID-19 since it had previous results in vitro and clinical studies against SARS-CoV. It was prescribed twice a day for 14 days to infected adult patients, and the results were compared to the standard COVID-19 treatment. There was no improvement in patients who used lopinavir-ritonavir 40. However, the first case of COVID-19 in Korea was treated with lopinavir-ritonavir, which significantly reduced the viral β- coronavirus loads 8.
Nucleotide inhibitors such as Anti-HCV used to fight hepatitis C by inhibiting RNA polymerase 41, and inhibitors of the Renin-Angiotensin-Aldosterone System (RAAS), considered vasoactive peptides 42 were also investigated. Examples of anti-polymerase drugs with positive results for the COVID-19 treatment were sofosbuvir, IDX-184, ribavirin, and Remdesivir 41,43. The RAAS inhibitors have been indicated in severe clinical cases, especially in patients with comorbidities related to heart disease. However, the real activity of these inhibitors in combating COVID-19 has been researched. The angiotensin-converting enzyme 2 (ACE2) is considered responsible for coronavirus infection since it functions as a receptor. Studies suggested that RAAS inhibition favors ACE2 overexpression, causing viral activity to increase 42. Therefore, further studies involving RAAS inhibitors must be carried out to verify their real benefits against COVID- 19.
Other essential drugs investigated were chloroquine and hydroxychloroquine, which have generated much discussion in the scientific community, although about 20 clinical studies have been carried out in several Chinese hospitals with different coronaviruses SARS-CoV and SAR- CoV-2. These drugs have been used effectively to combat malaria, Q fever, and Whipple's disease, and in a recent study, the chloroquine helped reduce pneumonia, duration of symptoms, and viral shedding of COVID-19, without causing severe side effects 44. Investigations of drugs such as methylprednisolone, moxifloxacin, interferon alfa-2b physicochemical inhalation, meropenem 17, 45, Kaletra, corticoids 16, Arbidol and IFN-α 46, and the COVID-19 therapies 16 have also been reported.

Figure 7. Scientific trajectory on COVID-19 treatment in terms of medicines.

According to WHO, it will take at least 18 months for a vaccine against the novel coronavirus to be completed, although different research groups and experts are in a real scientific race for its fast development 47. Currently, treatments only combat symptoms, acting as anti-inflammatory and antiviral drugs. Experience with immunological studies of SARS-CoV and its similarity to SARS-CoV-2 allowed the tracking and identification of B and T cell epitopes in SARS-CoV immunogenic structural proteins, also identified in SARS-CoV-2. As no epitope mutations were observed in more than 120 SARS-CoV-2 sequences, they were considered useful in researching a new vaccine, with complete and global coverage 48. Other vaccines have also been investigated, but not reported in the most cited articles in the first half of 2020, possibly because they are confidential research or in little advanced development stages.
Antibodies and Stem Cells
Alternative COVID-19 treatments have included the convalescent plasma (C.P.) transfusion from recently cured donors containing neutralizing antibodies 23, and the mesenchymal stem cells (CTMs) transplantation 49. C.P. therapy was considered efficient in severe COVID-19 cases, contributing to the viremia disappearance in 7 days after the transfusion. An increase in the lymphocyte number and a reduction in C-reactive protein was seen within days, and the lung injuries were absorbed within 7 days 23. C.P. therapy also helped stabilize body temperature and remove mechanical ventilators, which happened 3 weeks after the transfusion 50. In turn, the transplantation of MSCs had an immunomodulatory function, which was responsible for an improvement in the pulmonary functions of the patients 2 days after the transplant, a hospital discharge after 10 days, and a general clinical improvement after 14 days. The MSCs transplantation contributed to increased lymphocytes, decreased C-reactive protein, and the disappearance of immune cells secreting overactive cytokines 50. Although a limited number of people have undergone both treatments, they are promising in combating the novel coronavirus and potential interest in future investigations.
Management of COVID-19
The management of COVID-19 involved control strategies that range from outstanding medical care and personal hygiene to the social isolation measures. Furthermore, the clinical case determination and the disease importation control, either between countries or between regions of the same country, have been necessary measures for the effective control of COVID-19 (Figure 8). Although these strategies have been prioritized differently from February to June 2020, they have all been equally important in reducing the number of cases or stabilizing the COVID-19 and overcoming it in the coming months.

Figure 8. Main management approaches identified in research on COVID-19.
In the Intensive Care Unit (ICU)
The care for patients admitted to the ICU has involved adopting special medical measures and protocols, which could ensure health professionals' safety and patients' well-being. The main procedures included the infection control (risks of SARS-CoV-2 transmission), laboratory tests, supportive care (continuous renal replacement - CRRT, invasive mechanical ventilation 32, extracorporeal membrane oxygenation - ECMO 47, hemodynamic support 3), and COVID-19 therapy 3. Some procedures were considered specific and necessary in patients with COVID-19, such as emergency tracheal intubation, predicted or unexpected difficult tracheal intubation, cardiac arrest, anesthetic care, and tracheal extubating 51 (Figure 9A). Although ventilatory support was mostly reported in April 2020 in 56% of the most cited papers, all measures related to care in the ICU were used equally in May 2020, possibly due to the disease's peak in many countries in this period.
Social Isolation
Social isolation was a measure used to contain viruses such as SARS and COVID-19, by reducing the disease peak and flattening the curve over time, to ensure sufficient time for the government to implement public health care measures 52. The main social isolation measures included the closure of schools and workplaces non-essential (non-food and non-health) and people's reduced movement on the streets 52. Countries that took a long time to implement quarantine measures suffered the consequences of the accelerated increase in cases of COVID-19 53. Although COVID- 19 and SARS differ in terms of transmissibility, infectious period, and disease spread, measures taken to control SARS have helped to control COVID-19, such as syndromic surveillance, immediate isolation of infected patients, and strict application of vertical quarantine (lockdown) 4. Mathematical models considering social isolation and contact tracing could predict the positive impacts on the new COVID-19 cases, thus contributing to the outbreak control 10. The early relaxation of social isolation compromised COVID-19 control. Therefore, it is necessary to have a strict contact control between people and a policy willing to implement social distance measures until the disease stabilizes and decreases 52.
Prevention and Control Procedures
Other COVID-19 prevention and control measures included personal hygiene care such as handwashing after direct contact with infected people or with the environment, the distancing of wild and farm animals 6, the use of alcohol 70%, and masks in public places. Cancer and dental medicine patients must be treated using particular protocols to reduce the contamination risk 54. Access to information is crucial for the correct and conscious procedure implementations to combat the novel coronavirus.
Clinical tests
The COVID-19 diagnoses were carried out by direct and indirect assays, from the determining nucleic acids, immunohistochemical stains, and image tests involving 18F-FDG PET/CT (Figure. 9B). The clinical test based on viral nucleic acid was the primary technique reported 13,28,55. Immunohistochemical stains are still under development 28, and the 18F-FDG PET/CT test was able to identify the presence of COVID-19 in tested positive patients. The 18F-FDG PET/CT teste consists of a hybrid technique between positron emission tomography (PET) and conventional computed tomography (C.T.), using the 18F-Fluordeoxiglicose (FDG), a glucose analog, as a tracer. This technique allows for obtaining metabolic and anatomical information. Tomography images helped identify ground-glass peripheral opacities, pulmonary consolidations in lung lobes, and lung lesions with lymph node involvement in patients with COVID-19 56.

A critical study on vulnerability to COVID-19 in developing countries, especially in Africa, was carried out. The COVID-19 importation was related to the recipient country's ability to respond to the outbreak. Countries such as Egypt, Algeria, and South Africa presented a higher importation risk of the novel coronavirus, but a high capacity to control the disease. Countries such as Ethiopia, Nigeria, Sudan, Angola, Ghana, Tanzania, and Kenya with moderate risk showed high vulnerability to control the outbreak. The same was verified for the provinces of Guangdong, Fujian, and Beijing city 57. This study can be used to reference countries with limited preparedness to deal with COVID-19, suggesting the adoption of intensified surveillance and resource allocation. Non-African countries can also use these measures.

Figure 9. Scientific trajectory on COVID-19 management in terms of (A) Procedures in the ICU. (B) Clinical tests.
It was possible to establish the development level of scientific research on SARS-CoV-2, summarizing the major studies carried out in the first half of 2020, and highlighting the scientific community's main discussions on the disease, treatment/prevention, and management of COVID-19. This compilation study can help future research by identifying knowledge gaps in coronavirus and its disease. Furthermore, the information contained herein may be used in studies on new drugs capable of combating this viral infection, developing vaccines in a shorter period, and on measures to control new COVID-19 cases. This study also helps to understand the disease behavior and proposing solutions for the resumption of economic and social activities by affected countries based on scientific knowledge. All the experience gained with COVID-19 should be used to anticipate future scenarios and establish more effective control procedures to reduce new pandemics' probability in the coming years.
Acknowledgments: The authors greatly acknowledge the Coordination for the Improvement of Higher Education Personnel (CAPES), the National Council for Scientific and Technological Development (CNPq), and the Research Support Foundation of the State of Rio de Janeiro (FAPERJ) for giving financial support for scientific investigation of this paper.
Author contributions: D.T. and S.B conceived the scientific prospecting project. D.T. searched for the most cited papers on the Web of Science. D.T. and S.B. contributed to the data analysis. D.T. wrote the manuscript, and S.B. revised the text.
Competing interests: The authors declare that there are no competing interests.
Data and materials availability: All data are available in the main text or the supplementary materials.
Ethics statement: The authors confirm that the ethical policies of the journal, as noted on the journal's author guidelines page, have been adhered to. No ethical approval was required as this is a review article with no original research data

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Received: Oct 1 2020
Accepted: Oct 25 2020

Daniel Tinôco1* and Suzana Borschiver2
1 Department of Biochemical Engineering, School of Chemistry, Federal University of Rio de Janeiro, Av. Athos da Silveira Ramos, 149, Rio de Janeiro, 21941-909 RJ, Brazil.
2 Department of Organic Processes, School of Chemistry, Federal University of Rio de Janeiro,
Av. Athos da Silveira Ramos, 149, Rio de Janeiro, 21941-909 RJ, Brazil.
*Correspondence to: Daniel Tinôco,

Daniel Tinôco - ORCID:
Suzana Borschiver -

Scientific Articles Prospecting
Scientific articles were selected from the Web of Science databases, a platform of indexed citations data, maintained by Clarivate Analytics, containing more than 34000 journals from different areas of knowledge ( The search was performed using the keyword "COVID-19" and the field "titles of articles." Almost 10500 documents were found until the beginning of July 2020, being 3553 papers. The most cited articles in the scientific community, at least 40 citations, from February to June 2020, were selected for further analysis.

Scientific Articles Classification
The articles selected in the prospective step were classified into three levels of detail: Macro, Meso, and Micro. According to the authors of each study in the Macro Analysis, the articles were grouped by countries. In the Meso Analysis, the articles were classified according to the approach performed: disease, treatment/prevention, and management of COVID-19. In the Micro Analysis, a greater level of detail was performed for each driver of the Meso Analysis to identify the COVID-19 scientific investigation's main aspects. For some drivers, a second Micro Analysis was also performed (Table S1). Figure S1 shows the infographic of the taxonomies used for the classification of papers.

Figure. S1. Infographic of the classification levels of analysis of the most cited articles. Each section of the Figure corresponds to the approach reported in the articles at three levels: Macro, Meso, and Micro. Each level's size indicates the proportional quantity of articles with a focus on the respective classificatory taxonomy used.

Table S1. Taxonomies used for classification of COVID-19 papers.
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