AIMC Topic: Patient Discharge

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Development of machine learning algorithms for prediction of discharge disposition after elective inpatient surgery for lumbar degenerative disc disorders.

Neurosurgical focus Nov 1, 2018
OBJECTIVEIf not anticipated and prearranged, hospital stay can be prolonged while the patient awaits placement in a rehabilitation unit or skilled nursing facility following elective spine surgery. Preoperative prediction of the likelihood of postope...
Humans Machine Learning Algorithms Female Predictive Value of Tests Elective Surgical Procedures Lumbar Vertebrae Patient Discharge Intervertebral Disc Degeneration Aged Adult Male Middle Aged
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An intelligent algorithm for optimizing emergency department job and patient satisfaction.

International journal of health care quality assurance Jun 11, 2018
Purpose Resilience engineering, job satisfaction and patient satisfaction were evaluated and analyzed in one Tehran emergency department (ED) to determine ED strengths, weaknesses and opportunities to improve safety, performance, staff and patient sa...
Patient Admission Organizational Culture Group Processes Iran Salaries and Fringe Benefits Job Satisfaction Humans Emergency Service, Hospital Workflow Patient Discharge Safety Management Patient Satisfaction Neural Networks, Computer Awareness Algorithms Decision Support Techniques Leadership
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Predicting Risk of 30-Day Readmissions Using Two Emerging Machine Learning Methods.

Studies in health technology and informatics Jan 1, 2018
Decades-long research efforts have shown that Heart Failure (HF) is the most expensive diagnosis for hospitalizations and the most frequent diagnosis for 30-day readmissions. If risk stratification for readmission of HF patients could be carried out ...
Heart Failure Patient Readmission Hospitalization Risk Assessment United States Patient Discharge Humans Machine Learning Forecasting
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Estimating a Bias in ICD Encodings for Billing Purposes.

Studies in health technology and informatics Jan 1, 2018
ICD encoded diagnoses are a popular criterion for eligibility algorithms for study cohort recruitment. However, "official" ICD encoded diagnoses used for billing purposes are afflicted with a bias originating from legal issues. This work presents an ...
Humans Algorithms Bias Patient Discharge Supervised Machine Learning International Classification of Diseases
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Comparison of Machine Learning Algorithms for the Prediction of Preventable Hospital Readmissions.

Journal for healthcare quality : official publication of the National Association for Healthcare Quality Jan 1, 2018
A diverse universe of statistical models in the literature aim to help hospitals understand the risk factors of their preventable readmissions. However, these models are usually not necessarily applicable in other contexts, fail to achieve good discr...
Retrospective Studies Female Risk Factors Aged Humans Machine Learning Algorithms Forecasting Middle Aged Adolescent United States Models, Statistical Aged, 80 and over Young Adult Adult Male Patient Discharge Patient Readmission Centers for Medicare and Medicaid Services, U.S.
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A long journey to short abbreviations: developing an open-source framework for clinical abbreviation recognition and disambiguation (CARD).

Journal of the American Medical Informatics Association : JAMIA Apr 1, 2017
OBJECTIVE: The goal of this study was to develop a practical framework for recognizing and disambiguating clinical abbreviations, thereby improving current clinical natural language processing (NLP) systems' capability to handle abbreviations in clin...
Abbreviations as Topic Humans Machine Learning Electronic Health Records Natural Language Processing Patient Discharge
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Uncovering Hidden Topics in Hong Kong Clinical Research Through Hospital Authority Convention Publications.

Studies in health technology and informatics Jan 1, 2017
Uncovering clinical research trends allows us to understand the direction of healthcare services and is essential for longer-term healthcare planning. The Hospital Authority Convention is a mainstream annual healthcare conference that gathers up-to-d...
Patient Discharge Humans Hong Kong Delivery of Health Care Hospitals Natural Language Processing
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Improving Prediction of Suicide and Accidental Death After Discharge From General Hospitals With Natural Language Processing.

JAMA psychiatry Oct 1, 2016
IMPORTANCE: Suicide represents the 10th leading cause of death across age groups in the United States (12.6 cases per 100 000) and remains challenging to predict. While many individuals who die by suicide are seen by physicians before their attempt, ...
Aged Aged, 80 and over Adult Male Middle Aged Proportional Hazards Models Risk Assessment Massachusetts Cause of Death Suicide Follow-Up Studies Hospitals, General Cohort Studies Humans Regression Analysis Narration Retrospective Studies Natural Language Processing Patient Discharge Female Accidents Academic Medical Centers
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Natural Language Processing to Assess Documentation of Features of Critical Illness in Discharge Documents of Acute Respiratory Distress Syndrome Survivors.

Annals of the American Thoracic Society Sep 1, 2016
RATIONALE: Transitions to outpatient care are crucial after critical illness, but the documentation practices in discharge documents after critical illness are unknown.
Transitional Care Documentation Medical Informatics Multivariate Analysis Survivors Intensive Care Units Female Aged Male Respiratory Distress Syndrome Middle Aged Regression Analysis Respiration, Artificial Humans Length of Stay Critical Illness United States Natural Language Processing Patient Discharge
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Design, development and first validation of a transcoding system from ICD-9-CM to ICD-10 in the IT.DRG Italian project.

Studies in health technology and informatics Jan 1, 2015
In Italy, ICD-9-CM is currently used for coding health conditions at hospital discharge, but ICD-10 is being introduced thanks to the IT-DRG Project. In this project, one needed component is a set of transcoding rules and associated tools for easing ...
Natural Language Processing Translating Italy Software Validation Patient Discharge International Classification of Diseases Information Storage and Retrieval Software Medical Record Linkage Electronic Health Records Patient Discharge Summaries Software Design
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