% This file was created with JabRef 2.5. % Encoding: Cp1252 @INPROCEEDINGS{valko2010feature, author = {Michal Valko and Milos Hauskrecht}, title = {Feature importance analysis for patient management decisions}, booktitle = {13th International Congress on Medical Informatics MEDINFO 2010}, year = {2010}, abstract = {The objective of this paper is to understand what characteris-tics and features of clinical data influence physician.s deci-sion about ordering laboratory tests or prescribing medica-tions the most. We conduct our analysis on data and decisions extracted from electronic health records of 4486 post-surgical cardiac patients. The summary statistics for 335 different lab order decisions and 407 medication decisions are reported. We show that in many cases, physician.s lab-order and medication decisions are predicted well by simple patterns such as last value of a single test result, time since a certain lab test was ordered or time since certain procedure was executed.}, owner = {misovalko}, timestamp = {2010.02.17} }