Opportunities for Business Intelligence and Big Data Analytics in Evidence Based Medicine

Evidence based medicine (EBM) is the conscientious, explicit, and judicious use of current best evidence in making decisions about the care of individual patients. Each year, a significant number of research studies (potentially serving as evidence) are reported in the literature at an ever-increasing rate outpacing the translation of research findings into practice. Coupled with the proliferation of electronic health records, and consumer health information, researchers and practitioners are challenged to leverage the full potential of EBM. In this paper we present a research agenda for leveraging business intelligence and big data analytics in evidence based medicine, and illustrate how analytics can be used to support EBM.

[1]  H. Lehmann,et al.  Clinical Decision Support Systems (cdsss) Have Been Hailed for Their Potential to Reduce Medical Errors Clinical Decision Support Systems for the Practice of Evidence-based Medicine , 2022 .

[2]  Stan Matwin,et al.  Building Systematic Reviews Using Automatic Text Classification Techniques , 2010, COLING.

[3]  Francesco Chiappelli,et al.  Making clinical decisions using a clinical practice guideline. , 2006, Journal of the California Dental Association.

[4]  Chalapathy Neti,et al.  Rapid-learning system for cancer care. , 2010, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[5]  Martin J R Lee Evidence-based surgery: creating the culture. , 2006, The Surgical clinics of North America.

[6]  Joelle Pineau,et al.  Constructing evidence-based treatment strategies using methods from computer science. , 2007, Drug and alcohol dependence.

[7]  Ida Sim,et al.  An ontology of randomized controlled trials for evidence-based practice: content specification and evaluation using the competency decomposition method , 2007 .

[8]  Dympna O'Sullivan,et al.  Automatic indexing and retrieval of encounter-specific evidence for point-of-care support , 2010, J. Biomed. Informatics.

[9]  L. Hayden,et al.  Ten Commandments for Effective Clinical Decision Support: Making the Practice of Evidence-based Medicine a Reality , 2011 .

[10]  Norihiro Sakamoto,et al.  A framework for dynamic evidence based medicine using data mining , 2002, Proceedings of 15th IEEE Symposium on Computer-Based Medical Systems (CBMS 2002).

[11]  D. Sackett,et al.  Evidence based medicine: what it is and what it isn't , 1996, BMJ.

[12]  Richard N. Shiffman,et al.  Comprehensive Categorization of Guideline Recommendations: Creating an Action Palette for Implementers , 2003, AMIA.

[13]  L. Wells,et al.  Role of Information Technology in Evidence Based Medicine: Advantages and Limitations , 2006 .

[14]  Harold P. Lehmann,et al.  Model Formulation: Bayesian Communication: A Clinically Significant Paradigm for Electronic Publication , 2000, J. Am. Medical Informatics Assoc..

[15]  K. Lohr Rating the strength of scientific evidence: relevance for quality improvement programs. , 2004, International journal for quality in health care : journal of the International Society for Quality in Health Care.

[16]  Yindalon Aphinyanagphongs,et al.  Text Categorization Models for Retrieval of High Quality Articles in Internal Medicine , 2003, AMIA.

[17]  Catherine Marshall,et al.  Transforming Written Guidelines into Electronic Formats - International Perspectives , 2004, CGP.

[18]  Allan Best,et al.  Knowledge integration: conceptualizing communications in cancer control systems. , 2008, Patient education and counseling.

[19]  Silvia Miksch,et al.  Continual Planning with Time-Oriented, Skeletal Plans , 2000, ECAI.

[20]  Adrian H. Zai,et al.  Designing healthcare information technology to catalyse change in clinical care. , 2008, Informatics in primary care.

[21]  George R. Thoma,et al.  A Prototype System to Support Evidence-based Practice , 2008, AMIA.

[22]  David Riaño,et al.  An ontology-based personalization of health-care knowledge to support clinical decisions for chronically ill patients , 2012, J. Biomed. Informatics.

[23]  A. Jha,et al.  Primary care visit duration and quality: does good care take longer? , 2009, Archives of internal medicine.

[24]  Stephen Chu,et al.  Knowledge representation and retrieval using conceptual graphs and free text document self-organisation techniques , 2001, Int. J. Medical Informatics.

[25]  W. Rosenberg,et al.  Evidence based medicine: an approach to clinical problem-solving , 1995, BMJ.

[26]  Michael Krauthammer,et al.  Term identification in the biomedical literature , 2004, J. Biomed. Informatics.

[27]  A.M. Tjoa,et al.  Towards sustainable decision-support system facilitating EBM , 2007, 2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[28]  Abdul V. Roudsari,et al.  A tool for enhancing MetaMap performance when annotating clinical guideline documents with UMLS concepts , 2011 .

[29]  Veda C. Storey,et al.  Business Intelligence and Analytics: From Big Data to Big Impact , 2012, MIS Q..

[30]  Ashish K. Jha,et al.  Primary Care Visit Duration and Quality , 2016 .

[31]  Lonny Reisman,et al.  Cost effectiveness of evidence-based treatment guidelines for the treatment of non-small-cell lung cancer in the community setting. , 2010, Journal of oncology practice.

[32]  Paul Tornetta,et al.  An AOA critical issue; how to read the literature to change your practice: an evidence-based medicine approach. , 2006, The Journal of bone and joint surgery. American volume.

[33]  Kathleen McGarry,et al.  Out-of-Pocket Spending in the Last Five Years of Life , 2013, Journal of General Internal Medicine.

[34]  David Martínez,et al.  Automatic classification of sentences to support Evidence Based Medicine , 2011, BMC Bioinformatics.

[35]  N McKoy,et al.  Systems to rate the strength of scientific evidence. , 2002, Evidence report/technology assessment.

[36]  A. Hasman,et al.  From Clinical Practice Guidelines to Computer-interpretable Guidelines , 2010, Methods of Information in Medicine.

[37]  Paul Tornetta,et al.  How to read the literature to change your practice : An evidence-based medicine approach , 2006 .

[38]  Paul P. Maglio,et al.  Information technology for healthcare transformation , 2011, IBM J. Res. Dev..

[39]  Mario Beyer,et al.  IT support for clinical pathways - Lessons learned , 2006, Int. J. Medical Informatics.

[40]  Enrico Coiera,et al.  Architecture for Knowledge-Based and Federated Search of Online Clinical Evidence , 2005, Journal of medical Internet research.