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Kannry J, Smith J, Mohan V, Levy B, Finnell J, Lehmann CU. Policy Statement on Clinical Informatics Fellowships and the Future of Informatics-Driven Medicine. Appl Clin Inform 2020; 11:710-713. [PMID: 33113569 DOI: 10.1055/s-0040-1717117] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
Abstract
Board certified clinical informaticians provide expertise in leveraging health IT (HIT) and health data for patient care and quality improvement. Clinical Informatics experts possess the requisite skills and competencies to make systems-level improvements in care delivery using HIT, workflow and data analytics, knowledge acquisition, clinical decision support, data visualization, and related informatics tools. However, these physicians lack structured and sustained funding because they have no billing codes. The sustainability and growth of this new and promising medical subspecialty is threatened by outdated and inconsistent funding models that fail to support the education and professional growth of clinical informaticians. The Clinical Informatics Program Directors' Community is calling upon the Centers for Medicare and Medicaid Services to consider novel funding structures and programs through its Innovation Center for Clinical Informatics Fellowship training. Only through structural and sustained funding for Clinical Informatics fellows will be able to fully develop the potential of electronic health records to improve the quality, safety, and cost of clinical care.
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Affiliation(s)
- Joseph Kannry
- Division of General Internal Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, United States
| | - Jeff Smith
- American Medical Informatics Association, Bethesda, Maryland, United States
| | - Vishnu Mohan
- Department of Medical Informatics and Clinical Epidemiology, OHSU School of Medicine, Portland, Oregon, United States
| | - Bruce Levy
- Division of Informatics, Geisinger Health System, Pennsylvania, New Jersey, United States
| | - John Finnell
- Department of Emergency Medicine, Indiana University School of Medicine, Indianapolis, Indiana, United States
| | - Christoph U Lehmann
- Pediatrics, Data & Population Science, And Biomedical Informatics, UT Southwestern Medical Center, Dallas, Texas, United States
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Pageler NM, Elkin PL, Kannry J, Leu MG, Levy B, Lehmann CU. A Clinical Informatics Program Directors' Proposal to the American Board of Preventive Medicine. Appl Clin Inform 2020; 11:483-486. [PMID: 32668481 DOI: 10.1055/s-0040-1714348] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
Abstract
In 2013, the American Board of Preventive Medicine (ABPM) and the American Board of Pathology (ABPath) offered the first board certification examination in Clinical Informatics to eligible physicians in the United States. In 2022, the Practice Pathway will expire and in 2023 only candidates eligible through the Fellowship Pathway will be eligible for the board certification. To date, Clinical Informatics as a specialty has not had a regular match process and used a controlled offer-acceptance process that does not meet candidates' or programs' needs. Fellows may not be offered a position with their top choice program initially, and they may accept offers from other programs to avoid risk by ensuring that they have a fellowship position. Programs have to consider losing an applicant in the first round in the ranking of applicants. The process is open to manipulation including early agreements between program directors and candidates. In this open letter to the ABPM, program directors make the case for a third-party match and are calling on the ABPM to leverage its status as the Clinical Informatics certifying body and its existing infrastructure to implement a Clinical Informatics match.
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Affiliation(s)
- Natalie M Pageler
- Clinical Informatics Fellowship, Stanford School of Medicine, Palo Alto, California, United States
| | - Peter L Elkin
- Department of Biomedical Informatics, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, United States.,Department of Veterans Affairs, VA Western New York Healthcare System, Buffalo, New York, United States.,Faculty of Engineering, University of Southern Denmark, Denmark
| | - Joseph Kannry
- Clinical Informatics Fellowship, Icahn School of Medicine at Mount Sinai, New York, New York, United States
| | - Michael G Leu
- Departments of Pediatrics and Biomedical Informatics and Medical Education, University of Washington, Seattle, Washington, United States
| | - Bruce Levy
- Geisinger Commonwealth School of Medicine, Scranton, Pennsylvania, United States
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Vapiwala N, Thomas CR, Grover S, Yap ML, Mitin T, Shulman LN, Gospodarowicz MK, Longo J, Petereit DG, Ennis RD, Hayman JA, Rodin D, Buchsbaum JC, Vikram B, Abdel-Wahab M, Epstein AH, Okunieff P, Goldwein J, Kupelian P, Weidhaas JB, Tucker MA, Boice JD, Fuller CD, Thompson RF, Trister AD, Formenti SC, Barcellos-Hoff MH, Jones J, Dharmarajan KV, Zietman AL, Coleman CN. Enhancing Career Paths for Tomorrow's Radiation Oncologists. Int J Radiat Oncol Biol Phys 2019; 105:52-63. [PMID: 31128144 PMCID: PMC7084166 DOI: 10.1016/j.ijrobp.2019.05.025] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2018] [Revised: 05/03/2019] [Accepted: 05/08/2019] [Indexed: 02/07/2023]
Affiliation(s)
- Neha Vapiwala
- Department of Radiation Oncology, Abramson Cancer Center, University of Pennsylvania, Philadelphia, Pennsylvania.
| | - Charles R Thomas
- Department of Radiation Medicine, Oregon Health and Science University, Portland, Oregon
| | - Surbhi Grover
- Department of Radiation Oncology, Abramson Cancer Center, University of Pennsylvania, Philadelphia, Pennsylvania; University of Botswana, Gaborone, Botswana
| | - Mei Ling Yap
- Collaboration for Cancer Outcomes Research and Evaluation, Ingham Institute, University of New South Wales, Sydney, Australia; Liverpool and Macarthur Cancer Therapy Centre, Western Sydney University, Campbelltown, Australia; School of Public Health, University of Sydney, Camperdown, Australia
| | - Timur Mitin
- Department of Radiation Medicine Director, Program in Global Radiation Medicine, Knight Cancer Institute, Oregon Health and Science University, Portland, Oregon
| | - Lawrence N Shulman
- Department of Radiation Oncology, Abramson Cancer Center, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Mary K Gospodarowicz
- Department of Radiation Oncology, University of Toronto, Cancer Clinical Research Unit, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - John Longo
- Department of Radiation Oncology Medical College of Wisconsin, Milwaukee, Wisconsin
| | - Daniel G Petereit
- Department of Radiation Oncology, Rapid City Regional Cancer Care Institute, Rapid City, South Dakota
| | - Ronald D Ennis
- Clinical Network for Radiation Oncology, Rutgers and Cancer Institute of New Jersey, New Brunswick, New Jersey
| | - James A Hayman
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Danielle Rodin
- Department of Radiation Oncology, University of Toronto, Toronto, Ontario, Canada; Radiation Medicine Program, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Jeffrey C Buchsbaum
- Radiation Research Program, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Bhadrasain Vikram
- Clinical Radiation Oncology Branch, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - May Abdel-Wahab
- Department of Nuclear Sciences and Applications, International Atomic Energy Agency, Vienna, Austria
| | - Alan H Epstein
- Uniformed Service University of the Health Sciences, Bethesda, Maryland
| | - Paul Okunieff
- Department of Radiation Oncology, University of Florida Health Cancer Center, Gainesville, Florida
| | - Joel Goldwein
- Department of Radiation Oncology, Abramson Cancer Center, University of Pennsylvania, Philadelphia, Pennsylvania; Elekta AB, Stockholm, Sweden
| | - Patrick Kupelian
- Department of Radiation Oncology, University of California Los Angeles, Los Angeles, California; Varian Medical Systems, Palo Alto, California
| | - Joanne B Weidhaas
- Department of Radiation Oncology, University of California Los Angeles, Los Angeles, California; MiraDx, Los Angeles, California
| | - Margaret A Tucker
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - John D Boice
- National Council on Radiation Protection and Measurements, Bethesda, Maryland; Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Clifton David Fuller
- Department of Radiation Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Reid F Thompson
- Department of Radiation Medicine, Oregon Health and Science University, Portland, Oregon; VA Portland Health Care System, Portland, Oregon
| | - Andrew D Trister
- Department of Radiation Medicine, Oregon Health and Science University, Portland, Oregon
| | - Silvia C Formenti
- Department of Radiation Oncology, Weill Cornell Medicine, New York City, New York
| | | | - Joshua Jones
- Department of Radiation Oncology, Abramson Cancer Center, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Kavita V Dharmarajan
- Department of Radiation Oncology, Mount Sinai Hospital, Icahn School of Medicine at Mount Sinai, New York City, New York
| | - Anthony L Zietman
- Department of Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts
| | - C Norman Coleman
- National Cancer Institute, National Institutes of Health, Bethesda, Maryland
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4
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Torous J, Chan S, Luo J, Boland R, Hilty D. Clinical Informatics in Psychiatric Training: Preparing Today's Trainees for the Already Present Future. ACADEMIC PSYCHIATRY : THE JOURNAL OF THE AMERICAN ASSOCIATION OF DIRECTORS OF PSYCHIATRIC RESIDENCY TRAINING AND THE ASSOCIATION FOR ACADEMIC PSYCHIATRY 2018; 42:694-697. [PMID: 29047074 PMCID: PMC5906202 DOI: 10.1007/s40596-017-0811-4] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2017] [Accepted: 09/06/2017] [Indexed: 06/07/2023]
Affiliation(s)
| | - Steven Chan
- University of California San Francisco Medical Center, San Francisco, CA, USA
| | - John Luo
- University of California Riverside, Riverside, CA, USA
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Lehmann CU, Gundlapalli AV, Williamson JJ, Fridsma DB, Hersh WR, Krousel-Wood M, Ondrula CJ, Munger B. Five Years of Clinical Informatics Board Certification for Physicians in the United States of America. Yearb Med Inform 2018; 27:237-242. [PMID: 29681038 PMCID: PMC6115224 DOI: 10.1055/s-0038-1641198] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
Objectives:
To review the highlights of the new Clinical Informatics subspecialty including its history, certification requirements, development of and performance on the certification examination in the United States.
Methods:
We reviewed processes for the development of a subspecialty. Data from board certification examinations were collated and analyzed. We discussed eligibility requirements in the fellowship as well as practice pathways.
Results:
Lessons learned from the development of the Clinical Informatics subspecialty, opportunities, challenges, and future directions for the field are discussed.
Conclusions:
There remains a need for fellowship programs and creation and maintenance of a professional home for the subspecialty with the American Medical Informatics Association. Ongoing attention to the currency of the core content is required to maintain an examination designed to test the key concepts within the field of Clinical Informatics.
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Affiliation(s)
| | - Adi V Gundlapalli
- University of Utah School of Medicine and VA Salt Lake City Health Care System, Salt Lake City, UT, USA
| | | | | | | | - Marie Krousel-Wood
- Tulane University School of Medicine and School Public Health and Tropical Medicine, New Orleans, LA, USA.,American Board of Preventive Medicine, Chicago, IL, USA
| | | | - Benson Munger
- American Board of Preventive Medicine, Chicago, IL, USA
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Yoon S, Shaffer JA, Bakken S. Refining a self-assessment of informatics competency scale using Mokken scaling analysis. J Interprof Care 2017; 29:579-86. [PMID: 26652630 DOI: 10.3109/13561820.2015.1049340] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Healthcare environments are increasingly implementing health information technology (HIT) and those from various professions must be competent to use HIT in meaningful ways. In addition, HIT has been shown to enable interprofessional approaches to health care. The purpose of this article is to describe the refinement of the Self-Assessment of Nursing Informatics Competencies Scale (SANICS) using analytic techniques based upon item response theory (IRT) and discuss its relevance to interprofessional education and practice. In a sample of 604 nursing students, the 93-item version of SANICS was examined using non-parametric IRT. The iterative modeling procedure included 31 steps comprising: (1) assessing scalability, (2) assessing monotonicity, (3) assessing invariant item ordering, and (4) expert input. SANICS was reduced to an 18-item hierarchical scale with excellent reliability. Fundamental skills for team functioning and shared decision making among team members (e.g. "using monitoring systems appropriately," "describing general systems to support clinical care") had the highest level of difficulty, and "demonstrating basic technology skills" had the lowest difficulty level. Most items reflect informatics competencies relevant to all health professionals. Further, the approaches can be applied to construct a new hierarchical scale or refine an existing scale related to informatics attitudes or competencies for various health professions.
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Affiliation(s)
| | - Jonathan A Shaffer
- b Center for Behavior Cardiovascular Health, Columbia University , New York , NY , USA
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Cummins MR, Gundlapalli AV, Murray P, Park HA, Lehmann CU. Nursing Informatics Certification Worldwide: History, Pathway, Roles, and Motivation. Yearb Med Inform 2016:264–271. [PMID: 27830261 DOI: 10.15265/iy-2016-039] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION Official recognition and certification for informatics professionals are essential aspects of workforce development. OBJECTIVE To describe the history, pathways, and nuances of certification in nursing informatics across the globe; compare and contrast those with board certification in clinical informatics for physicians. METHODS (1) A review of the representative literature on informatics certification and related competencies for nurses and physicians, and relevant websites for nursing informatics associations and societies worldwide; (2) similarities and differences between certification processes for nurses and physicians, and (3) perspectives on roles for nursing informatics professionals in healthcare Results: The literature search for 'nursing informatics certification' yielded few results in PubMed; Google Scholar yielded a large number of citations that extended to magazines and other non-peer reviewed sources. Worldwide, there are several nursing informatics associations, societies, and workgroups dedicated to nursing informatics associated with medical/health informatics societies. A formal certification program for nursing informatics appears to be available only in the United States. This certification was established in 1992, in concert with the formation and definition of nursing informatics as a specialty practice of nursing by the American Nurses Association. Although informatics is inherently interprofessional, certification pathways for nurses and physicians have developed separately, following long-standing professional structures, training, and pathways aligned with clinical licensure and direct patient care. There is substantial similarity with regard to the skills and competencies required for nurses and physicians to obtain informatics certification in their respective fields. Nurses may apply for and complete a certification examination if they have experience in the field, regardless of formal training. Increasing numbers of informatics nurses are pursuing certification. CONCLUSIONS The pathway to certification is clear and wellestablished for U.S. based informatics nurses. The motivation for obtaining and maintaining nursing informatics certification appears to be stronger for nurses who do not have an advanced informatics degree. The primary difference between nursing and physician certification pathways relates to the requirement of formal training and level of informatics practice. Nurse informatics certification requires no formal education or training and verifies knowledge and skill at a more basic level. Physician informatics certification validates informatics knowledge and skill at a more advanced level; currently this requires documentation of practice and experience in clinical informatics and in the future will require successful completion of an accredited two-year fellowship in clinical informatics. For the profession of nursing, a graduate degree in nursing or biomedical informatics validates specialty knowledge at a level more comparable to the physician certification. As the field of informatics and its professional organization structures mature, a common certification pathway may be appropriate. Nurses, physicians, and other healthcare professionals with informatics training and certification are needed to contribute their expertise in clinical operations, teaching, research, and executive leadership.
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Affiliation(s)
- M R Cummins
- University of Utah College of Nursing, Salt Lake City, UT, USA,University of Utah School of Medicine, Salt Lake City, UT, USA
| | - A V Gundlapalli
- University of Utah School of Medicine, Salt Lake City, UT, USA,VA Salt Lake City Health Care System, Salt Lake City, UT, USA,Utah County Academy of Sciences, Orem, UT, USA,University of Utah College of Engineering, Salt Lake City, UT, USA
| | - P Murray
- International Medical Informatics Association, Geneva, CH
| | - H-A Park
- Seoul National University, Seoul, South Korea
| | - C U Lehmann
- Vanderbilt University Medical Center, Nashville, TN, USA
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Abstract
Emerging changes in the United States' healthcare delivery model have led to renewed interest in data-driven methods for managing quality of care. Analytics (Data plus Information) plays a key role in predictive risk assessment, clinical decision support, and various patient throughput measures. This article reviews the application of a pediatric risk score, which is integrated into our hospital's electronic medical record, and provides an early warning sign for clinical deterioration. Dashboards that are a part of disease management systems, are a vital tool in peer benchmarking, and can help in reducing unnecessary variations in care.
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Affiliation(s)
- Srinivasan Suresh
- Children's Hospital of Pittsburgh, 4401 Penn Avenue, Room 6415 AOB, Pittsburgh, PA 15224, USA.
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9
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Silverman H, Lehmann CU, Munger B. Milestones: Critical Elements in Clinical Informatics Fellowship Programs. Appl Clin Inform 2016; 7:177-90. [PMID: 27081414 DOI: 10.4338/aci-2015-10-soa-0141] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2015] [Accepted: 01/15/2016] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Milestones refer to points along a continuum of a competency from novice to expert. Resident and fellow assessment and program evaluation processes adopted by the ACGME include the mandate that programs report the educational progress of residents and fellows twice annually utilizing Milestones developed by a specialty specific ACGME working group of experts. Milestones in clinical training programs are largely unmapped to specific assessment tools. Residents and fellows are mainly assessed using locally derived assessment instruments. These assessments are then reviewed by the Clinical Competency Committee which assigns and reports trainee ratings using the specialty specific reporting Milestones. METHODS AND RESULTS The challenge and opportunity facing the nascent specialty of Clinical Informatics is how to optimally utilize this framework across a growing number of accredited fellowships. The authors review how a mapped milestone framework, in which each required sub-competency is mapped to a single milestone assessment grid, can enable the use of milestones for multiple uses including individualized learning plans, fellow assessments, and program evaluation. Furthermore, such a mapped strategy will foster the ability to compare fellow progress within and between Clinical Informatics Fellowships in a structured and reliable fashion. Clinical Informatics currently has far less variability across programs and thus could easily utilize a more tightly defined set of milestones with a clear mapping to sub-competencies. This approach would enable greater standardization of assessment instruments and processes across programs while allowing for variability in how those sub-competencies are taught. CONCLUSIONS A mapped strategy for Milestones offers significant advantages for Clinical Informatics programs.
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Affiliation(s)
- Howard Silverman
- The University of Arizona College of Medicine - Phoenix , Nashville, TN
| | | | - Benson Munger
- The University of Arizona College of Medicine - Phoenix , Nashville, TN
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Dixon BE, Kharrazi H, Lehmann HP. Public Health and Epidemiology Informatics: Recent Research and Trends in the United States. Yearb Med Inform 2015; 10:199-206. [PMID: 26293869 PMCID: PMC4587030 DOI: 10.15265/iy-2015-012] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
OBJECTIVES To survey advances in public health and epidemiology informatics over the past three years. METHODS We conducted a review of English-language research works conducted in the domain of public health informatics (PHI), and published in MEDLINE between January 2012 and December 2014, where information and communication technology (ICT) was a primary subject, or a main component of the study methodology. Selected articles were synthesized using a thematic analysis using the Essential Services of Public Health as a typology. RESULTS Based on themes that emerged, we organized the advances into a model where applications that support the Essential Services are, in turn, supported by a socio-technical infrastructure that relies on government policies and ethical principles. That infrastructure, in turn, depends upon education and training of the public health workforce, development that creates novel or adapts existing infrastructure, and research that evaluates the success of the infrastructure. Finally, the persistence and growth of infrastructure depends on financial sustainability. CONCLUSIONS Public health informatics is a field that is growing in breadth, depth, and complexity. Several Essential Services have benefited from informatics, notably, "Monitor Health," "Diagnose & Investigate," and "Evaluate." Yet many Essential Services still have not yet benefited from advances such as maturing electronic health record systems, interoperability amongst health information systems, analytics for population health management, use of social media among consumers, and educational certification in clinical informatics. There is much work to be done to further advance the science of PHI as well as its impact on public health practice.
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Affiliation(s)
| | | | - H P Lehmann
- Harold Lehmann, 2024 E Monument St, Baltimore MD 21209, Tel. +1 410 502 7569, E-mail:
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11
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Lehmann CU, Longhurst CA, Hersh W, Mohan V, Levy BP, Embi PJ, Finnell JT, Turner AM, Martin R, Williamson J, Munger B. Clinical Informatics Fellowship Programs: In Search of a Viable Financial Model: An open letter to the Centers for Medicare and Medicaid Services. Appl Clin Inform 2015; 6:267-70. [PMID: 26171074 DOI: 10.4338/aci-2015-03-ie-0030] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2015] [Accepted: 03/28/2015] [Indexed: 11/23/2022] Open
Abstract
In the US, the new subspecialty of Clinical Informatics focuses on systems-level improvements in care delivery through the use of health information technology (HIT), data analytics, clinical decision support, data visualization and related tools. Clinical informatics is one of the first subspecialties in medicine open to physicians trained in any primary specialty. Clinical Informatics benefits patients and payers such as Medicare and Medicaid through its potential to reduce errors, increase safety, reduce costs, and improve care coordination and efficiency. Even though Clinical Informatics benefits patients and payers, because GME funding from the Centers for Medicare and Medicaid Services (CMS) has not grown at the same rate as training programs, the majority of the cost of training new Clinical Informaticians is currently paid by academic health science centers, which is unsustainable. To maintain the value of HIT investments by the government and health care organizations, we must train sufficient leaders in Clinical Informatics. In the best interest of patients, payers, and the US society, it is therefore critical to find viable financial models for Clinical Informatics fellowship programs. To support the development of adequate training programs in Clinical Informatics, we request that the Centers for Medicare and Medicaid Services (CMS) issue clarifying guidance that would allow accredited ACGME institutions to bill for clinical services delivered by fellows at the fellowship program site within their primary specialty.
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Affiliation(s)
- C U Lehmann
- Departments of Pediatrics and Biomedical Informatics, Vanderbilt University , Nashville, TN
| | - C A Longhurst
- Departments of Pediatrics and Medicine, Stanford University , Palo Alto, CA
| | - W Hersh
- Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University , Portland, OR
| | - V Mohan
- Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University , Portland, OR
| | - B P Levy
- Departments of Pathology and Biomedical and Health Information Sciences, University of Illinois at Chicago , Chicago, IL
| | - P J Embi
- Departments of Biomedical Informatics and Internal Medicine, The Ohio State University , Columbus, OH
| | - J T Finnell
- Department of Emergency Medicine and Regenstrief Institute, Indiana University , Indianapolis, IN
| | - A M Turner
- Departments of Biomedical Informatics and Medical Education, University of Washington , Seattle, WA
| | - R Martin
- American Medical Informatics Association , Bethesda, MD
| | - J Williamson
- American Medical Informatics Association , Bethesda, MD
| | - B Munger
- Executive Director (Ret.), American Board of Emergency Medicine
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12
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A review of analytics and clinical informatics in health care. J Med Syst 2014; 38:45. [PMID: 24696396 DOI: 10.1007/s10916-014-0045-x] [Citation(s) in RCA: 62] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2014] [Accepted: 03/20/2014] [Indexed: 01/18/2023]
Abstract
Federal investment in health information technology has incentivized the adoption of electronic health record systems by physicians and health care organizations; the result has been a massive rise in the collection of patient data in electronic form (i.e. "Big Data"). Health care systems have leveraged Big Data for quality and performance improvements using analytics-the systematic use of data combined with quantitative as well as qualitative analysis to make decisions. Analytics have been utilized in various aspects of health care including predictive risk assessment, clinical decision support, home health monitoring, finance, and resource allocation. Visual analytics is one example of an analytics technique with an array of health care and research applications that are well described in the literature. The proliferation of Big Data and analytics in health care has spawned a growing demand for clinical informatics professionals who can bridge the gap between the medical and information sciences.
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