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Background Acute care for critical illness requires very strict treatment timeliness. However, healthcare providers usually cannot accurately figure out the causes of low efficiency in acute care process due to the lack of effective tools. Besides, it is difficult to compare or conformance processes from different patient groups. Methods To solve these problems, we proposed a novel process mining framework with time perspective, which integrates four steps: standard activity construction, datadoi:10.1186/s12911-021-01725-1 pmid:34923989 pmcid:PMC8684667 fatcat:b2b3lpvm6zhr7ebp7uyvmu7yai