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Abstract Background and Aims Predicting severe disease is important in provocative decision‐making for the management of patients with the coronavirus disease 2019 (COVID‐19); However, there are still some controversies about the COVID‐19's severity predicting factors. This study aimed to investigate the relationships between clinical and laboratory findings regarding COVID‐19's severity in patients admitted to a tertiary hospital in Mashhad, Iran. Methods A cross‐sectional study was conducted on patients with documented COVID‐19 infection based on the reverse transcription‐polymerase chain reaction test. Clinical symptoms, vital signs, and medical history of the patients were recorded from their medical records. Laboratory findings and computed tomography (CT) study findings were documented. Disease severity was defined based on CT scan findings. Results A total of 564 patients (58.8 ± 16.8 years old) were evaluated. The frequency of severe disease was 70.4%. There was a significant difference in heart rate (p = 0.0001), fever (p = 0.002), dyspnea (p = 0.0001), chest pain (p = 0.0001), diarrhea (p = 0.021), arthralgia (p = 0.0001), and chills (p = 0.044) as well as lymphopenia (p = 0.014), white blood cell count (p = 0.001), neutrophil count (p |