Identifying publication bias requires a critical review of the scientific literature. One method is to conduct a meta-analysis and use statistical tests like funnel plots to detect asymmetry that indicates bias. Additionally, comparing the number of published studies to registered studies in databases like ClinicalTrials.gov can reveal discrepancies suggestive of publication bias.