Background and objective: There is a gap between expert recommendations and clinical practice in (Venous Thromboembolism) VTE prophylaxis among nonsurgical patients worldwide. Rate of adherence to evidence-based practice is inadequate in the nonsurgical population. Therefore, this study aimed to determine The effect of Clinical Decision Support Systems(CDSS) on the use of the appropriate VTE Prophylaxis in Nonsurgical Patients in the Intensive Care Unit (ICU).Method: We conducted a cross-sectional study (pre and post-implementation CDSS for recommendation VTE prophylaxis order set) to analyze the effect of the CDSS within CPOE on the appropriate VTE prophylaxis in three ICUs of the Nemazee hospital (before intervention from 20 April 2020, to 21 November 2020 and post-intervention duration form 7 April 2021, to 9 July 2021). The pre-intervention and post-intervention phase samples comprised 175 and 27 patients, respectively. P-value is less than 0.05 was considered a significant level. All statistical analysis was performed by SPSS version 24.Results: Adherence to VTE prophylaxis guidelines after introduced CDSS for recommendation VTE prophylaxis within CPOE system in nonsurgical patients in ICUs increase from 48.6% to 77.8% (p-value<01). However, mortality rate (pre-intervention 13.80% vs post-intervention 14.80%(p-value=0.88)) and means of length of stay (pre-intervention 13.66 vs post intervention13.63(p-value=0.49)) in ICU have not significantly change after introduced CDSS for recommendation VTE prophylaxis order sets.Conclusion: The results indicate that the CDSS for recommendation VTE prophylaxis within CPOE improves adherence to VTE prophylaxis in nonsurgical patients at ICUs, which assist provider to select the most tailored VTE prophylaxis. Further study needs to evaluate implemented CDSS for recommendation VTE prophylaxis in nonsurgical patients at a province and national level.