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Image Search Results
Journal: Surgery
Article Title: Decision Analysis and Reinforcement Learning in Surgical Decision-Making
doi: 10.1016/j.surg.2020.04.049
Figure Lengend Snippet: Summary of included studies.
Article Snippet: Komorowski 45 , Machine learning , Retrospective review , Patients admitted to ICU with sepsis , 96,156 , A
Techniques: Diagnostic Assay, Biomarker Discovery, Clinical Proteomics, Functional Assay
Journal: Surgery
Article Title: Decision Analysis and Reinforcement Learning in Surgical Decision-Making
doi: 10.1016/j.surg.2020.04.049
Figure Lengend Snippet: The unique strengths and weaknesses of decision analysis and reinforcement learning suggest complementary roles in augmenting clinical reasoning.
Article Snippet: Komorowski 45 , Machine learning , Retrospective review , Patients admitted to ICU with sepsis , 96,156 , A
Techniques:
Journal: Surgery
Article Title: Decision Analysis and Reinforcement Learning in Surgical Decision-Making
doi: 10.1016/j.surg.2020.04.049
Figure Lengend Snippet: Input variables from patient assessments and the data from the electronic health record feed decision analysis tools that calculate probability thresholds to inform population-based recommendations. Reinforcement learning models combined with deep learning representation of an expanded set of input data can identify actions yielding the greatest probability of a patient-centered outcome.
Article Snippet: Komorowski 45 , Machine learning , Retrospective review , Patients admitted to ICU with sepsis , 96,156 , A
Techniques: