Predictive data mining in clinical medicine: current issues and guidelines.

PubWeight™: 2.78‹?› | Rank: Top 1%

🔗 View Article (PMID 17188928)

Published in Int J Med Inform on December 26, 2006

Authors

Riccardo Bellazzi1, Blaz Zupan

Author Affiliations

1: Dipartimento di Informatica e Sistemistica, Università di Pavia, via Ferrata 1, 27100 Pavia, Italy. Riccardo.Bellazzi@unipv.it

Articles citing this

Mining electronic health records: towards better research applications and clinical care. Nat Rev Genet (2012) 4.42

Identifiability in biobanks: models, measures, and mitigation strategies. Hum Genet (2011) 1.66

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

Neuropsychosocial profiles of current and future adolescent alcohol misusers. Nature (2014) 1.43

Naturopathic practice at north american academic institutions: description of 300,483 visits and comparison to conventional primary care. Integr Med Insights (2014) 1.42

A review of causal inference for biomedical informatics. J Biomed Inform (2011) 1.25

Using data mining techniques to explore physicians' therapeutic decisions when clinical guidelines do not provide recommendations: methods and example for type 2 diabetes. BMC Med Inform Decis Mak (2009) 1.25

Deep Patient: An Unsupervised Representation to Predict the Future of Patients from the Electronic Health Records. Sci Rep (2016) 1.24

Data mining for wearable sensors in health monitoring systems: a review of recent trends and challenges. Sensors (Basel) (2013) 1.12

Use of data mining techniques to determine and predict length of stay of cardiac patients. Healthc Inform Res (2013) 1.07

PARAMO: a PARAllel predictive MOdeling platform for healthcare analytic research using electronic health records. J Biomed Inform (2013) 0.98

"Big data" and the electronic health record. Yearb Med Inform (2014) 0.97

Data analysis and data mining: current issues in biomedical informatics. Methods Inf Med (2011) 0.93

Clinical research informatics and electronic health record data. Yearb Med Inform (2014) 0.93

Expectations, validity, and reality in gene expression profiling. J Clin Epidemiol (2010) 0.93

Text mining and natural language processing approaches for automatic categorization of lay requests to web-based expert forums. J Med Internet Res (2009) 0.90

DMET-analyzer: automatic analysis of Affymetrix DMET data. BMC Bioinformatics (2012) 0.90

Selecting the best prediction model for readmission. J Prev Med Public Health (2012) 0.88

Comparing predictions made by a prediction model, clinical score, and physicians: pediatric asthma exacerbations in the emergency department. Appl Clin Inform (2013) 0.87

Data mining technologies for blood glucose and diabetes management. J Diabetes Sci Technol (2009) 0.87

Describing the relationship between cat bites and human depression using data from an electronic health record. PLoS One (2013) 0.87

Algorithm to determine the outcome of patients with acute liver failure: a data-mining analysis using decision trees. J Gastroenterol (2012) 0.86

Lessons learned in replicating data-driven experiments in multiple medical systems and patient populations. AMIA Annu Symp Proc (2013) 0.86

Omics Profiling in Precision Oncology. Mol Cell Proteomics (2016) 0.85

Evaluating predictive modeling algorithms to assess patient eligibility for clinical trials from routine data. BMC Med Inform Decis Mak (2013) 0.85

A proposal for assessing study quality: Biomonitoring, Environmental Epidemiology, and Short-lived Chemicals (BEES-C) instrument. Environ Int (2014) 0.83

Data mining application in customer relationship management for hospital inpatients. Healthc Inform Res (2012) 0.82

Discretization of continuous features in clinical datasets. J Am Med Inform Assoc (2012) 0.81

Bayesian predictors of very poor health related quality of life and mortality in patients with COPD. BMC Med Inform Decis Mak (2013) 0.80

The Value of U/S to Determine Priority for Upper Gastrointestinal Endoscopy in Emergency Room. Medicine (Baltimore) (2015) 0.78

Modeling correlates of low bone mineral density in patients with phenylalanine hydroxylase deficiency. J Inherit Metab Dis (2016) 0.77

Predicting rotator cuff tears using data mining and Bayesian likelihood ratios. PLoS One (2014) 0.77

Prediction of peptide reactivity with human IVIg through a knowledge-based approach. PLoS One (2011) 0.77

Classification-based data mining for identification of risk patterns associated with hypertension in Middle Eastern population: A 12-year longitudinal study. Medicine (Baltimore) (2016) 0.77

Use of multivariate linear regression and support vector regression to predict functional outcome after surgery for cervical spondylotic myelopathy. J Clin Neurosci (2015) 0.76

Confident Surgical Decision Making in Temporal Lobe Epilepsy by Heterogeneous Classifier Ensembles. IEEE Int Conf Data Min Workshops (2011) 0.76

Improving condition severity classification with an efficient active learning based framework. J Biomed Inform (2016) 0.76

Analysis of the factors influencing lung cancer hospitalization expenses using data mining. Thorac Cancer (2015) 0.75

Systemic inflammation and family history in relation to the prevalence of type 2 diabetes based on an alternating decision tree. Sci Rep (2017) 0.75

Embryo quality predictive models based on cumulus cells gene expression. Balkan J Med Genet (2016) 0.75

Advantages and limitations of anticipating laboratory test results from regression- and tree-based rules derived from electronic health-record data. PLoS One (2014) 0.75

Interactive knowledge discovery with the doctor-in-the-loop: a practical example of cerebral aneurysms research. Brain Inform (2016) 0.75

Comparison of conventional risk factors in middle-aged versus elderly diabetic and nondiabetic patients with myocardial infarction: prediction with decision-analytic model. Ther Adv Endocrinol Metab (2015) 0.75

The Necessity of Data Mining in Clinical Emergency Medicine; A Narrative Review of the Current Literatrue. Bull Emerg Trauma (2017) 0.75

SN algorithm: analysis of temporal clinical data for mining periodic patterns and impending augury. J Clin Bioinforma (2013) 0.75

Applying of Decision Tree Analysis to Risk Factors Associated with Pressure Ulcers in Long-Term Care Facilities. Healthc Inform Res (2017) 0.75

Investigating the Heart Pump Implant Decision Process: Opportunities for Decision Support Tools to Help. ACM Trans Comput Hum Interact (2016) 0.75

Clinical Predictive Modeling Development and Deployment through FHIR Web Services. AMIA Annu Symp Proc (2015) 0.75

Intelligent framework for diagnosis of frozen shoulder using cross sectional survey and case studies. Springerplus (2016) 0.75

Applying Naive Bayesian Networks to Disease Prediction: a Systematic Review. Acta Inform Med (2016) 0.75

Evaluating a decision making system for cardiovascular dysautonomias diagnosis. Springerplus (2016) 0.75

Compensation Research Database: population-based injury data for surveillance, linkage and mining. BMC Res Notes (2016) 0.75

Predictive Modeling for End-of-Life Pain Outcome using Electronic Health Records. Adv Data Min (2015) 0.75

Medical big data: promise and challenges. Kidney Res Clin Pract (2017) 0.75

Evaluating the lexico-grammatical differences in the writing of native and non-native speakers of English in peer-reviewed medical journals in the field of pediatric oncology: Creation of the genuine index scoring system. PLoS One (2017) 0.75

Pre-operative prediction of surgical morbidity in children: comparison of five statistical models. Comput Biol Med (2014) 0.75

A Review of Computational Methods to Predict the Risk of Rupture of Abdominal Aortic Aneurysms. Biomed Res Int (2015) 0.75

Applying Sequential Analytic Methods to Self-Reported Information to Anticipate Care Needs. EGEMS (Wash DC) (2016) 0.75

A Temporal Mining Framework for Classifying Un-Evenly Spaced Clinical Data: An Approach for Building Effective Clinical Decision-Making System. Appl Clin Inform (2016) 0.75

Preprocessing structured clinical data for predictive modeling and decision support. A roadmap to tackle the challenges. Appl Clin Inform (2016) 0.75

Predictive Modeling for Comfortable Death Outcome Using Electronic Health Records. Proc IEEE Int Congr Big Data (2016) 0.75

Risk factors and safe dosage of levodopa for wearing-off phenomenon in Chinese patients with Parkinson's disease. Neurol Sci (2015) 0.75

Predicting Biomedical Metadata in CEDAR: a Study of Gene Expression Omnibus (GEO). J Biomed Inform (2017) 0.75

Articles by these authors

iCLIP reveals the function of hnRNP particles in splicing at individual nucleotide resolution. Nat Struct Mol Biol (2010) 5.98

dictyBase--a Dictyostelium bioinformatics resource update. Nucleic Acids Res (2008) 2.75

Epistasis analysis with global transcriptional phenotypes. Nat Genet (2005) 2.67

Conserved developmental transcriptomes in evolutionarily divergent species. Genome Biol (2010) 2.16

iCLIP--transcriptome-wide mapping of protein-RNA interactions with individual nucleotide resolution. J Vis Exp (2011) 1.80

Polymorphic members of the lag gene family mediate kin discrimination in Dictyostelium. Curr Biol (2009) 1.77

Bacterial discrimination by dictyostelid amoebae reveals the complexity of ancient interspecies interactions. Curr Biol (2013) 1.56

Predictive model for estimating risk of crush syndrome: a data mining approach. J Trauma (2007) 1.48

Microarray data mining with visual programming. Bioinformatics (2004) 1.40

Developmentally regulated DNA methylation in Dictyostelium discoideum. Eukaryot Cell (2006) 1.24

dictyExpress: a Dictyostelium discoideum gene expression database with an explorative data analysis web-based interface. BMC Bioinformatics (2009) 1.21

Towards knowledge-based gene expression data mining. J Biomed Inform (2007) 1.03

miR669a and miR669q prevent skeletal muscle differentiation in postnatal cardiac progenitors. J Cell Biol (2011) 0.99

Visualization-based cancer microarray data classification analysis. Bioinformatics (2007) 0.97

TA-clustering: cluster analysis of gene expression profiles through Temporal Abstractions. Int J Med Inform (2005) 0.90

Stage prediction of embryonic stem cell differentiation from genome-wide expression data. Bioinformatics (2011) 0.88

SNPsyn: detection and exploration of SNP-SNP interactions. Nucleic Acids Res (2011) 0.87

ABC transporters in Dictyostelium discoideum development. PLoS One (2013) 0.85

Transcriptional profiling of Dictyostelium with RNA sequencing. Methods Mol Biol (2013) 0.85

Report on EU-USA workshop: how systems biology can advance cancer research (27 October 2008). Mol Oncol (2008) 0.84

Text Mining approaches for automated literature knowledge extraction and representation. Stud Health Technol Inform (2010) 0.84

VizRank: finding informative data projections in functional genomics by machine learning. Bioinformatics (2004) 0.84

FreeViz--an intelligent multivariate visualization approach to explorative analysis of biomedical data. J Biomed Inform (2007) 0.83

BzpF is a CREB-like transcription factor that regulates spore maturation and stability in Dictyostelium. Dev Biol (2011) 0.83

Heterogeneous computing architecture for fast detection of SNP-SNP interactions. BMC Bioinformatics (2014) 0.83

Knowledge-based data analysis and interpretation. Artif Intell Med (2006) 0.82

Does replication groups scoring reduce false positive rate in SNP interaction discovery? BMC Genomics (2010) 0.81

New components of the Dictyostelium PKA pathway revealed by Bayesian analysis of expression data. BMC Bioinformatics (2010) 0.81

Computational models for prediction of yeast strain potential for winemaking from phenotypic profiles. PLoS One (2013) 0.80

COLLECTIVE PAIRWISE CLASSIFICATION FOR MULTI-WAY ANALYSIS OF DISEASE AND DRUG DATA. Pac Symp Biocomput (2016) 0.79

GenePath: from mutations to genetic networks and back. Nucleic Acids Res (2005) 0.78

OCT4 and the acquisition of oocyte developmental competence during folliculogenesis. Int J Dev Biol (2012) 0.78

Interest propagation for knowledge extraction and representation. Stud Health Technol Inform (2013) 0.75

Knowledge-based bioinformatics for the study of mammalian oocytes. Int J Dev Biol (2012) 0.75

Computational models reveal genotype-phenotype associations in Saccharomyces cerevisiae. Yeast (2014) 0.75

Inference of the molecular mechanism of action from genetic interaction and gene expression data. OMICS (2010) 0.75

Biomechanical and clinical alterations of the hip joint following femoral neck fracture and implantation of bipolar hip endoprosthesis. Coll Antropol (2010) 0.75