“nucleic acid tests used in China were accurate at identifying positive cases of the coronavirus only 30%-50% of the time.”

Link. Even here false negatives are common. Bronchoalveolar lavage is gold standard. I think false positive less common. One reason why testing prior to hospitalization may not be wise.