AIMC Topic: Length of Stay

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Bundled Care for Hip Fractures: A Machine-Learning Approach to an Untenable Patient-Specific Payment Model.

Journal of orthopaedic trauma Jul 1, 2019
OBJECTIVES: With the transition to a value-based model of care delivery, bundled payment models have been implemented with demonstrated success in elective lower extremity joint arthroplasty. Yet, hip fracture outcomes are dependent on patient-level ...
United States Bayes Theorem Medicare Patient Care Bundles Health Expenditures Humans Aged Machine Learning Hip Fractures Male Female Arthroplasty, Replacement, Hip Middle Aged Health Care Costs Length of Stay
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A Predictive Model for Determining Patients Not Requiring Prolonged Hospital Length of Stay After Elective Primary Total Hip Arthroplasty.

Anesthesia and analgesia Jul 1, 2019
BACKGROUND: Hospital length of stay (LOS) is an important quality metric for total hip arthroplasty. Accurately predicting LOS is important to expectantly manage bed utilization and other hospital resources. We aimed to develop a predictive model for...
Female Risk Factors Aged Male Humans Machine Learning Decision Support Techniques Retrospective Studies Treatment Outcome Predictive Value of Tests Elective Surgical Procedures Arthroplasty, Replacement, Hip Middle Aged Risk Assessment Length of Stay Time Factors
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Machine learning-based preoperative predictive analytics for lumbar spinal stenosis.

Neurosurgical focus May 1, 2019
OBJECTIVEPatient-reported outcome measures (PROMs) following decompression surgery for lumbar spinal stenosis (LSS) demonstrate considerable heterogeneity. Individualized prediction tools can provide valuable insights for shared decision-making. The ...
Female Aged Male Middle Aged Machine Learning Algorithms Retrospective Studies Lumbar Vertebrae Feasibility Studies Spinal Stenosis Decompression, Surgical Length of Stay Treatment Outcome Recovery of Function Predictive Value of Tests Humans
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Prediction of Postoperative Hospital Stay with Deep Learning Based on 101 654 Operative Reports in Neurosurgery.

Studies in health technology and informatics Jan 1, 2019
Electronic Health Records (EHRs) conceal a hidden knowledge that could be mined with data science tools. This is relevant for N.N. Burdenko Neurosurgery Center taking the advantage of a large EHRs archive collected for a period between 2000 and 2017....
Neurosurgical Procedures Neurosurgery Humans Electronic Health Records Deep Learning Length of Stay
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Comparison of renal function after robot - assisted laparoscopic radical prostatectomy versus retropubic radical prostatectomy.

International braz j urol : official journal of the Brazilian Society of Urology Jan 1, 2019
PURPOSE: To investigate the effect of robot assisted laparoscopic radical prostatectomy (RALP) and open retropubic radical prostatectomy (RRP) on early renal function in this study.
Glomerular Filtration Rate Kidney Function Tests Robotics Prostatic Neoplasms Laparoscopy Postoperative Period Prostatectomy Aged Male Middle Aged Length of Stay Humans
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Same-Day Conventional Different-Day Endoscopic Retrograde Cholangiopancreatography and Laparoscopic Cholecystectomy: A Multi-Center Retrospective Study.

The American surgeon Oct 1, 2018
Same-day endoscopic retrograde cholangiopancreatography (ERCP) and cholecystectomy (LC) could potentially reduce hospital length of stay (HLOS). Patients undergoing same-day procedures (N = 164) between 2012 and 2014 were compared with different-day ...
Choledocholithiasis Length of Stay Female Cholangiopancreatography, Endoscopic Retrograde Treatment Outcome Humans Cholecystectomy, Laparoscopic Blood Loss, Surgical Patient Safety California Male Patient Readmission Retrospective Studies Middle Aged Ambulatory Surgical Procedures Postoperative Complications
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Artificial Intelligence in Pediatric Critical Care Medicine: Are We (Finally) Ready?

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies Oct 1, 2018
Humans Critical Care Artificial Intelligence Length of Stay Child
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[Big data and deep learning in preventive and rehabilitation medicine].

Der Orthopade Oct 1, 2018
The digitalization in medicine has led to almost universal availability of information to different healthcare professionals and accelerated clinical pathways. Fast-track concepts and short hospital stays require intelligent and practicable systems i...
Length of Stay Big Data Humans Orthopedics Artificial Intelligence Rehabilitation Deep Learning
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Predicting Mortality in the Surgical Intensive Care Unit Using Artificial Intelligence and Natural Language Processing of Physician Documentation.

The American surgeon Jul 1, 2018
The purpose of this study was to use natural language processing of physician documentation to predict mortality in patients admitted to the surgical intensive care unit (SICU). The Multiparameter Intelligent Monitoring in Intensive Care III database...
General Surgery Predictive Value of Tests Retrospective Studies Natural Language Processing Intensive Care Units Humans Length of Stay Critical Care Electronic Health Records Artificial Intelligence Hospital Mortality Documentation Severity of Illness Index ROC Curve United States
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Inclusion of Unstructured Clinical Text Improves Early Prediction of Death or Prolonged ICU Stay.

Critical care medicine Jul 1, 2018
OBJECTIVES: Early prediction of undesired outcomes among newly hospitalized patients could improve patient triage and prompt conversations about patients' goals of care. We evaluated the performance of logistic regression, gradient boosting machine, ...
Aged Male Middle Aged Length of Stay Hospital Mortality Natural Language Processing Patient Care Planning Decision Support Techniques Retrospective Studies Intensive Care Units Female Humans Machine Learning
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