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Selecting the best prediction model for readmission.

Lee EW - J Prev Med Public Health (2012)

Bottom Line: The risk of rehospitalization was higher when the length of stay (LOS) was less than 2 days, route of admission was through the out-patient department (OPD), medical department was in internal medicine, 10th revision of the International Classification of Diseases code was neoplasm, LOS was relatively shorter, and the frequency of OPD visit was greater.In particular, if the patient is admitted through the OPD, any suspected disease should be appropriately examined and prompt outcomes of tests should be secured.Moreover, for patients of internal medicine practitioners, co-morbidity and complications caused by chronic illness should be given greater attention.

View Article: PubMed Central - PubMed

Affiliation: College of Pharmacy, Gachon University, Incheon, Korea. ewlee@gachon.ac.kr

ABSTRACT

Objectives: This study aims to determine the risk factors predicting rehospitalization by comparing three models and selecting the most successful model.

Methods: In order to predict the risk of rehospitalization within 28 days after discharge, 11 951 inpatients were recruited into this study between January and December 2009. Predictive models were constructed with three methods, logistic regression analysis, a decision tree, and a neural network, and the models were compared and evaluated in light of their misclassification rate, root asymptotic standard error, lift chart, and receiver operating characteristic curve.

Results: The decision tree was selected as the final model. The risk of rehospitalization was higher when the length of stay (LOS) was less than 2 days, route of admission was through the out-patient department (OPD), medical department was in internal medicine, 10th revision of the International Classification of Diseases code was neoplasm, LOS was relatively shorter, and the frequency of OPD visit was greater.

Conclusions: When a patient is to be discharged within 2 days, the appropriateness of discharge should be considered, with special concern of undiscovered complications and co-morbidities. In particular, if the patient is admitted through the OPD, any suspected disease should be appropriately examined and prompt outcomes of tests should be secured. Moreover, for patients of internal medicine practitioners, co-morbidity and complications caused by chronic illness should be given greater attention.

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Related in: MedlinePlus

Prediction models in rehospitalization. Values are presented as number (%). No, nonrehospitalization; Yes, rehospitalization; OPD, out-patient department; ER, emergency room; ICD-10, 10th revision of the International Classification of Diseases.
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Figure 3: Prediction models in rehospitalization. Values are presented as number (%). No, nonrehospitalization; Yes, rehospitalization; OPD, out-patient department; ER, emergency room; ICD-10, 10th revision of the International Classification of Diseases.

Mentions: The results of the decision tree evaluated the main risk factors of readmission as LOS (standard of categorization: 2 days), route of admission, category of principal diagnosis (ICE-10), department, LOS (standard of categorization: 5 days), and the frequency of outpatient visits, in respective order (Figure 3).


Selecting the best prediction model for readmission.

Lee EW - J Prev Med Public Health (2012)

Prediction models in rehospitalization. Values are presented as number (%). No, nonrehospitalization; Yes, rehospitalization; OPD, out-patient department; ER, emergency room; ICD-10, 10th revision of the International Classification of Diseases.
© Copyright Policy - open-access
Related In: Results  -  Collection

License 1 - License 2
Show All Figures
getmorefigures.php?uid=PMC3412989&req=5

Figure 3: Prediction models in rehospitalization. Values are presented as number (%). No, nonrehospitalization; Yes, rehospitalization; OPD, out-patient department; ER, emergency room; ICD-10, 10th revision of the International Classification of Diseases.
Mentions: The results of the decision tree evaluated the main risk factors of readmission as LOS (standard of categorization: 2 days), route of admission, category of principal diagnosis (ICE-10), department, LOS (standard of categorization: 5 days), and the frequency of outpatient visits, in respective order (Figure 3).

Bottom Line: The risk of rehospitalization was higher when the length of stay (LOS) was less than 2 days, route of admission was through the out-patient department (OPD), medical department was in internal medicine, 10th revision of the International Classification of Diseases code was neoplasm, LOS was relatively shorter, and the frequency of OPD visit was greater.In particular, if the patient is admitted through the OPD, any suspected disease should be appropriately examined and prompt outcomes of tests should be secured.Moreover, for patients of internal medicine practitioners, co-morbidity and complications caused by chronic illness should be given greater attention.

View Article: PubMed Central - PubMed

Affiliation: College of Pharmacy, Gachon University, Incheon, Korea. ewlee@gachon.ac.kr

ABSTRACT

Objectives: This study aims to determine the risk factors predicting rehospitalization by comparing three models and selecting the most successful model.

Methods: In order to predict the risk of rehospitalization within 28 days after discharge, 11 951 inpatients were recruited into this study between January and December 2009. Predictive models were constructed with three methods, logistic regression analysis, a decision tree, and a neural network, and the models were compared and evaluated in light of their misclassification rate, root asymptotic standard error, lift chart, and receiver operating characteristic curve.

Results: The decision tree was selected as the final model. The risk of rehospitalization was higher when the length of stay (LOS) was less than 2 days, route of admission was through the out-patient department (OPD), medical department was in internal medicine, 10th revision of the International Classification of Diseases code was neoplasm, LOS was relatively shorter, and the frequency of OPD visit was greater.

Conclusions: When a patient is to be discharged within 2 days, the appropriateness of discharge should be considered, with special concern of undiscovered complications and co-morbidities. In particular, if the patient is admitted through the OPD, any suspected disease should be appropriately examined and prompt outcomes of tests should be secured. Moreover, for patients of internal medicine practitioners, co-morbidity and complications caused by chronic illness should be given greater attention.

Show MeSH
Related in: MedlinePlus