AIMC Topic: Patient Readmission

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Prediction of 30-Day All-Cause Readmissions in Patients Hospitalized for Heart Failure: Comparison of Machine Learning and Other Statistical Approaches.

JAMA cardiology Feb 1, 2017
IMPORTANCE: Several attempts have been made at developing models to predict 30-day readmissions in patients with heart failure, but none have sufficient discriminatory capacity for clinical use. Machine-learning (ML) algorithms represent a novel appr...
Humans Machine Learning Algorithms Prognosis Electronic Health Records United States Follow-Up Studies Models, Statistical Predictive Value of Tests Registries Heart Failure Patient Readmission
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PREDICTIVE MODELING OF HOSPITAL READMISSION RATES USING ELECTRONIC MEDICAL RECORD-WIDE MACHINE LEARNING: A CASE-STUDY USING MOUNT SINAI HEART FAILURE COHORT.

Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing Jan 1, 2017
Reduction of preventable hospital readmissions that result from chronic or acute conditions like stroke, heart failure, myocardial infarction and pneumonia remains a significant challenge for improving the outcomes and decreasing the cost of healthca...
Humans Machine Learning Algorithms Electronic Health Records Cohort Studies Computational Biology Models, Statistical Bayes Theorem Heart Failure Patient Readmission New York City
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A clinical perspective on the relevance of research domain criteria in electronic health records.

The American journal of psychiatry Apr 1, 2015
OBJECTIVE: The limitations of the DSM nosology for capturing dimensionality and overlap in psychiatric syndromes, and its poor correspondence to underlying neurobiology, have been well established. The Research Domain Criteria (RDoC), a proposed dime...
Humans Mental Disorders Electronic Health Records Female Reproducibility of Results Risk Factors Hospitalization Adult Male Middle Aged Depressive Disorder, Major Length of Stay Cohort Studies Natural Language Processing Schizophrenia Psychotic Disorders Patient Readmission Information Storage and Retrieval Models, Psychological Schizophrenic Psychology
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