IEEE Transactions on Automation Science and Engineering · 2013 · 18 citations · 29 references
BusinessInformation SystemsSurgeryDecision MakingDecision Support SystemsHealthcare Information SystemsDecision SupportDecision Support In HealthcareDecision Support System DesignHealthcare Operations ManagementResource UtilizationSurgical Resource UtilizationCase Duration PredictionData Stream MiningIntelligent Decision Support SystemsOperating Room Information SystemsOperating Room Resource AllocationResource Utilization PredictionShort-term Operational PlanningSurgical Scheduling Optimization
From long to short term planning, decision processes inherent to operating theater organization are often subject of empiricism, leading to far from optimal results. Waiting lists for surgery have always been a societal problem, which governments have been fighting with different management and operational stimulus plans. The current hospital information systems available in Portuguese public hospitals, lack a decision support system component that could help achieve better planning solutions. Thus, an intelligent decision support system has been developed, allowing the centralization and standardization of planning processes, improving the efficiency of the operating theater and tackling the waiting lists for surgery fragile situation. The intelligence of the system derives from data mining and optimization techniques, which enhance surgery duration predictions and operating rooms surgery schedules. Experimental results show significant gains, reducing overtime, undertime, and better resource utilization.
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Leo Breiman · Machine Learning · 1996 · 17K citations · Full text
Leo Breiman · Machine Learning · 1996 · 16.4K citations · Full text
Aïda Jebali, Atidel B. Hadj-Alouane, P. Ladet · International Journal of Production Economics · 2005 · 366 citations