Temporal abstraction for feature extraction: a comparative case study in prediction from intensive care monitoring data.

PubWeight™: 2.66‹?› | Rank: Top 1%

🔗 View Article (PMID 17698331)

Published in Artif Intell Med on August 14, 2007

Authors

Marion Verduijn1, Lucia Sacchi, Niels Peek, Riccardo Bellazzi, Evert de Jonge, Bas A J M de Mol

Author Affiliations

1: Department of Medical Informatics, Academic Medical Center, P.O. Box 22700, 1100 DE Amsterdam, The Netherlands. m.verduijn@amc.uva.nl

Articles citing this

Medical temporal-knowledge discovery via temporal abstraction. AMIA Annu Symp Proc (2009) 2.25

Articles by these authors

Body mass index is associated with hospital mortality in critically ill patients: an observational cohort study. Crit Care Med (2013) 6.16

The MOGE(S) classification for a phenotype-genotype nomenclature of cardiomyopathy: endorsed by the World Heart Federation. J Am Coll Cardiol (2013) 4.81

Prospective validation of the International Society of Thrombosis and Haemostasis scoring system for disseminated intravascular coagulation. Crit Care Med (2004) 3.89

Muscle flaps or omental flap in the management of deep sternal wound infection. Interact Cardiovasc Thorac Surg (2011) 3.78

Evaluation of short-term consequences of hypoglycemia in an intensive care unit. Crit Care Med (2006) 3.13

Association Between Arterial Hyperoxia and Outcome in Subsets of Critical Illness: A Systematic Review, Meta-Analysis, and Meta-Regression of Cohort Studies. Crit Care Med (2015) 2.96

Predisposing factors for hypoglycemia in the intensive care unit. Crit Care Med (2006) 2.75

Evaluation of SOFA-based models for predicting mortality in the ICU: A systematic review. Crit Care (2008) 2.74

Association of the FOXO3A locus with extreme longevity in a southern Italian centenarian study. Rejuvenation Res (2009) 2.24

A comparison of the performance of a model based on administrative data and a model based on clinical data: effect of severity of illness on standardized mortality ratios of intensive care units. Crit Care Med (2012) 2.13

Predictive value of baseline serum vascular endothelial growth factor and neutrophil gelatinase-associated lipocalin in advanced kidney cancer patients receiving sunitinib. Kidney Int (2010) 1.84

Clinicians' response to hyperoxia in ventilated patients in a Dutch ICU depends on the level of FiO2. Intensive Care Med (2010) 1.77

Cardiac output response to norepinephrine in postoperative cardiac surgery patients: interpretation with venous return and cardiac function curves. Crit Care Med (2013) 1.73

Polymorphisms in the NOS1AP gene modulate QT interval duration and risk of arrhythmias in the long QT syndrome. J Am Coll Cardiol (2010) 1.73

Elimination of daily routine chest radiographs does not change on-demand radiography practice in post-cardiothoracic surgery patients. J Thorac Cardiovasc Surg (2007) 1.69

Effect of changes over time in the performance of a customized SAPS-II model on the quality of care assessment. Intensive Care Med (2011) 1.65

Safety and feasibility of elective high-risk percutaneous coronary intervention procedures with left ventricular support of the Impella Recover LP 2.5. Am J Cardiol (2006) 1.63

Quality of data collected for severity of illness scores in the Dutch National Intensive Care Evaluation (NICE) registry. Intensive Care Med (2002) 1.63

The impact of different prognostic models and their customization on institutional comparison of intensive care units. Crit Care Med (2007) 1.62

Prediction of long-term mortality in ICU patients: model validation and assessing the effect of using in-hospital versus long-term mortality on benchmarking. Intensive Care Med (2013) 1.61

Widespread transfer of resistance genes between bacterial species in an intensive care unit: implications for hospital epidemiology. J Clin Microbiol (2005) 1.60

Mortality after hospital discharge in ICU patients. Crit Care Med (2013) 1.60

The coming of age of artificial intelligence in medicine. Artif Intell Med (2008) 1.60

Transfusion of fresh-frozen plasma in critically ill patients with a coagulopathy before invasive procedures: a randomized clinical trial (CME). Transfusion (2014) 1.58

Effect of a multifaceted performance feedback strategy on length of stay compared with benchmark reports alone: a cluster randomized trial in intensive care*. Crit Care Med (2013) 1.56

Determinants of mortality after hospital discharge in ICU patients: literature review and Dutch cohort study. Crit Care Med (2013) 1.54

Outcomes Associated With the Nationwide Introduction of Rapid Response Systems in The Netherlands. Crit Care Med (2015) 1.53

Trends in admission prevalence, illness severity and survival of haematological patients treated in Dutch intensive care units. Intensive Care Med (2014) 1.51

Effectiveness and Clinical Outcomes of a Two-Step Implementation of Conservative Oxygenation Targets in Critically Ill Patients: A Before and After Trial. Crit Care Med (2016) 1.47

A systematic review on quality indicators for tight glycaemic control in critically ill patients: need for an unambiguous indicator reference subset. Crit Care (2008) 1.44

Questionnaires on Family Satisfaction in the Adult ICU: A Systematic Review Including Psychometric Properties. Crit Care Med (2015) 1.43

How nurses and physicians judge their own quality of care for deteriorating patients on medical wards: self-assessment of quality of care is suboptimal*. Crit Care Med (2012) 1.43

The influence of volume and intensive care unit organization on hospital mortality in patients admitted with severe sepsis: a retrospective multicentre cohort study. Crit Care (2007) 1.43

Influence of entry criteria on mortality risk and number of eligible patients in recent studies on severe sepsis. Crit Care Med (2005) 1.43

Comparison of multidetector-row computed tomography to echocardiography and fluoroscopy for evaluation of patients with mechanical prosthetic valve obstruction. Am J Cardiol (2009) 1.42

Emergence of multidrug-resistant Gram-negative bacteria during selective decontamination of the digestive tract on an intensive care unit. J Antimicrob Chemother (2006) 1.40

Performance of risk-adjusted control charts to monitor in-hospital mortality of intensive care unit patients: a simulation study. Crit Care Med (2012) 1.39

Postoperative pro-adrenomedullin levels predict mortality in thoracic surgery patients: comparison with Acute Physiology and Chronic Health Evaluation IV Score*. Crit Care Med (2015) 1.39

Individual and Clustered Rankability of ICUs According to Case-Mix-Adjusted Mortality. Crit Care Med (2016) 1.38

Factors that predict outcome of intensive care treatment in very elderly patients: a review. Crit Care (2005) 1.37

Sepsis and disseminated intravascular coagulation. J Thromb Thrombolysis (2004) 1.36

Noninvasive continuous arterial blood pressure monitoring with Nexfin®. Anesthesiology (2012) 1.33

The role of standardized data and terminological systems in computerized clinical decision support systems: literature review and survey. Int J Med Inform (2010) 1.32

Bioavailability of subcutaneous low-molecular-weight heparin to patients on vasopressors. Lancet (2002) 1.32

External validation of Acute Physiology and Chronic Health Evaluation IV in Dutch intensive care units and comparison with Acute Physiology and Chronic Health Evaluation II and Simplified Acute Physiology Score II. J Crit Care (2010) 1.22

Tight glycemic control and computerized decision-support systems: a systematic review. Intensive Care Med (2009) 1.19

Cognitive, functional, and quality-of-life outcomes of patients aged 80 and older who survived at least 1 year after planned or unplanned surgery or medical intensive care treatment. J Am Geriatr Soc (2008) 1.19

Teledermatologic consultation and reduction in referrals to dermatologists: a cluster randomized controlled trial. Arch Dermatol (2009) 1.18

Errors associated with applying decision support by suggesting default doses for aminoglycosides. Drug Saf (2006) 1.17

Association study on long-living individuals from Southern Italy identifies rs10491334 in the CAMKIV gene that regulates survival proteins. Rejuvenation Res (2011) 1.17

TWEAK is a positive regulator of cardiomyocyte proliferation. Cardiovasc Res (2009) 1.15

Bayesian approaches to reverse engineer cellular systems: a simulation study on nonlinear Gaussian networks. BMC Bioinformatics (2007) 1.14

Prosthetic heart valve assessment with multidetector-row CT: imaging characteristics of 91 valves in 83 patients. Eur Radiol (2011) 1.14

Performance of prognostic models in critically ill cancer patients - a review. Crit Care (2005) 1.13

A dynamic query system for supporting phenotype mining in genetic studies. Stud Health Technol Inform (2007) 1.12

The role of collagen cross-links in biomechanical behavior of human aortic heart valve leaflets--relevance for tissue engineering. Tissue Eng (2007) 1.12

The effect of computerized decision support on barriers to guideline implementation: a qualitative study in outpatient cardiac rehabilitation. Int J Med Inform (2010) 1.12

New treatment strategies for disseminated intravascular coagulation based on current understanding of the pathophysiology. Ann Med (2004) 1.11

Effect of guideline based computerised decision support on decision making of multidisciplinary teams: cluster randomised trial in cardiac rehabilitation. BMJ (2009) 1.11

Identification of deteriorating patients on general wards; measurement of vital parameters and potential effectiveness of the Modified Early Warning Score. J Crit Care (2012) 1.07

Effects and costs of home-based training with telemonitoring guidance in low to moderate risk patients entering cardiac rehabilitation: The FIT@Home study. BMC Cardiovasc Disord (2013) 1.07

Exposome informatics: considerations for the design of future biomedical research information systems. J Am Med Inform Assoc (2013) 1.07

Factors associated with cardiac conduction disorders and permanent pacemaker implantation after percutaneous aortic valve implantation with the CoreValve prosthesis. Am Heart J (2010) 1.06

Preoperative unintended weight loss and low body mass index in relation to complications and length of stay after cardiac surgery. Am J Clin Nutr (2008) 1.04

Going mobile with a multiaccess service for the management of diabetic patients. J Diabetes Sci Technol (2007) 1.03

Phenotype forecasting with SNPs data through gene-based Bayesian networks. BMC Bioinformatics (2009) 1.03

Development of a guideline-based decision support system with explanation facilities for outpatient therapy. Comput Methods Programs Biomed (2008) 1.03

Using hierarchical dynamic Bayesian networks to investigate dynamics of organ failure in patients in the Intensive Care Unit. J Biomed Inform (2009) 1.02

Cardiac rehabilitation uptake and its determinants in the Netherlands. Eur J Prev Cardiol (2012) 1.02

R engine cell: integrating R into the i2b2 software infrastructure. J Am Med Inform Assoc (2011) 1.01

Bringing the artificial pancreas home: telemedicine aspects. J Diabetes Sci Technol (2011) 1.00

Initiation of health-behaviour change among employees participating in a web-based health risk assessment with tailored feedback. J Occup Med Toxicol (2011) 1.00

Collapse of a stent-graft following treatment of a traumatic thoracic aortic rupture. J Endovasc Ther (2005) 0.99

Influence of severity of illness, medication and selective decontamination on defecation. Intensive Care Med (2006) 0.99

A careflow management system for chronic patients. Stud Health Technol Inform (2004) 0.98

Multidetector-row computed tomography imaging characteristics of mechanical prosthetic valves. J Heart Valve Dis (2011) 0.98

Identification of high-risk subgroups in very elderly intensive care unit patients. Crit Care (2007) 0.98

A hierarchical Naïve Bayes Model for handling sample heterogeneity in classification problems: an application to tissue microarrays. BMC Bioinformatics (2006) 0.98

Case-based retrieval to support the treatment of end stage renal failure patients. Artif Intell Med (2005) 0.98

TimeClust: a clustering tool for gene expression time series. Bioinformatics (2007) 0.98

Prognostic Bayesian networks I: rationale, learning procedure, and clinical use. J Biomed Inform (2007) 0.96

Prognostic models for predicting mortality in elderly ICU patients: a systematic review. Intensive Care Med (2011) 0.96

A temporal abstraction framework for classifying clinical temporal data. AMIA Annu Symp Proc (2009) 0.96

Changes in circulating pro-angiogenic cytokines, other than VEGF, before progression to sunitinib therapy in advanced renal cell carcinoma patients. Oncology (2012) 0.96

Risk factors and outcomes after unplanned extubations on the ICU: a case-control study. Crit Care (2011) 0.96

Different molecular mechanisms causing 9p21 deletions in acute lymphoblastic leukemia of childhood. Hum Genet (2009) 0.95

The role of asymmetric dimethylarginine and arginine in the failing heart and its vasculature. Eur J Heart Fail (2010) 0.95

Comparable systemic ventricular function in healthy adults and patients with unoperated congenitally corrected transposition using MRI dobutamine stress testing. Ann Thorac Surg (2002) 0.94

Treatment with recombinant human activated protein C obviates additional anticoagulation during continuous venovenous hemofiltration in patients with severe sepsis. Intensive Care Med (2003) 0.94

Training in data definitions improves quality of intensive care data. Crit Care (2003) 0.94

TR3 nuclear orphan receptor prevents cyclic stretch-induced proliferation of venous smooth muscle cells. Am J Pathol (2006) 0.94