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AJR 2000; 174:3-8
© American Roentgen Ray Society


ARRS Presidential Address

Education in Radiology:

Challenges for the New Millennium

Theresa C. McLoud1

1 Department of Radiology, Harvard Medical School, Massachusetts General Hospital, P. O. Box 9657, 55 Fruit St., Boston, MA 02114.



 
Presented at the annual meeting of the American Roentgen Ray Society, New Orleans, May 1999.

Address correspondence to T. C. McLoud.


Introduction
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
Education is indeed the third pillar, one of the major components of the tripartite mission of the specialty of radiology, which also includes clinical practice and research. Although it may be traditional to consider education as the primary responsibility of academic and training institutions, it in fact affects all of our careers as radiologists. The future of our specialty is determined by the quality of education in our residency training programs and by our ability to recruit bright, young medical students into our field. Education is indeed a lifelong endeavor for the practicing radiologist. Issues of continued competence and time-limited certificates, now given by the American Board of Radiology (ABR), make it even more compelling for the practicing radiologist to maintain his or her skills and to acquire new knowledge and expertise as the field advances.

Education and training in radiology occur at three levels: in the medical schools, during residency and fellowship, and in the form of continuing medical education (CME) for the practicing radiologist. I will focus most of my address on residency training issues because as a program director that is my main area of interest and expertise.

Perhaps the most compelling question for us to ask is the following: Are we really preparing today's residents for both today's and tomorrow's practice This issue was most recently addressed at the American College of Radiology (ACR) Intersociety Commission meeting in 1998 [1]. Although most residency training programs are situated in academic and university departments, we prepare only a small minority of our residents for academic practice. Approximately 80% will eventually practice in large or small private-practice groups. We must therefore train and prepare residents adequately to meet the needs and wants of these two different career situations. They must be prepared to respond to the needs and requirements of clinicians, whether generalists or specialists, and most importantly, to fulfill the needs and requirements of our patients.

As I see it, radiology training programs face four major challenges in the new millennium: recruitment, funding, the development of a model curriculum that will prepare our residents adequately for the challenges of different marketplaces, and finally, employment. Our ability to recruit bright and successful medical students to radiology is of course related to their perception of radiology as a specialty. In the early 1970s, most medical students entering radiology residencies ranked in the bottom 20% of their class. Radiology was then perceived as an unattractive and less-than-challenging specialty. However, radiology is now regarded as a highly successful medical specialty that has advanced from being a scientific curiosity to being an integral part of health care. Technologic advances and improved diagnostic imaging techniques have led to the dramatic development of interventional radiology, sonography, CT, and MR imaging, thus creating new subspecialties within radiology [2]. The growth of diagnostic and therapeutic interventional techniques as well as functional and molecular imaging have continued to place radiology in the forefront of medical advances. These developments have permitted our specialty to recruit some of the most talented individuals into radiology during the 1980s and early 1990s. However, there are other important components that determine whether radiology is attractive to the budding medical student. These include the job market and opportunities for employment after the completion of residency and fellowship, financial compensation, and lifestyle. Health care reform and the growth of managed care have affected both financial compensation and lifestyle for the radiologist. Demand for 24-hour service for interpretation of imaging procedures, the decrease in fee-for-service rates, and lower compensation from capitation have also made an impact on financial compensation and lifestyle. A national consensus has determined that there is a need for more generalists and primary care physicians and that the number of specialists should be decreased until the physician workforce is composed of about 50% generalists [3]. This consensus has led to policies at many of the medical schools in the United States that have worked toward ensuring that 50% or more of the graduating class will enter generalist areas. Both persuasion and pressure are applied to influence medical students to choose primary care and generalist residencies.


Employment
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
Despite what might be perceived as a number of negative factors affecting recruitment into the field of radiology, statistics regarding employment and recruitment over the past 2 years show reason for considerable optimism. A survey of program directors reported that the unemployment rate for diagnostic radiology graduates over the past 3 years has been less than the 1.1% unemployment rate for all United States physicians in 1997 [4].

Finding suitable jobs in the field is getting easier. The decline in hiring of radiologists noted in the early and mid 1990s has been reversed or at least has ceased for now. Figures 1 and 2 show the employment rates for diagnostic radiology resident graduates and fellowship graduates [5]. Most residency graduates seek fellowship positions, and only about 20% proceed to a permanent job situation. Residents who were unable to secure a position constituted only 1% and 1.2% in 1997 and 1998, respectively. Perhaps more important are the results for fellowship graduates, the largest group of radiology trainees seeking permanent positions. Figure 2 shows that in 1996, 95% of graduates of fellowship programs had secured a permanent position within 6 months after completion of their fellowship and that this percentage had increased to 98% in 1998. In addition, an ACR study found that 85% of the 1997 graduating fellows had found jobs that reasonably matched their training and goals [6]. A survey of radiology program directors in 1997 showed an even higher rate of satisfaction, with 96% of graduates reported to have secured jobs that reasonably matched their training and career goals [4].



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Fig. 1. —Employment statistics for graduating radiology residents for years 1996 (gray bars), 1997 (white bars), and 1998 (black bars). Only 1.2% of residents were unable to obtain employment in 1998.

 


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Fig. 2. —Employment statistics for graduating fellows in radiology from 1996 to 1998. Number of unemployed fellowship graduates has steadily declined. In 1998, only 2% were still seeking positions 6 months after completion of training. White = unemployed, light gray = private practice, black = academic, dark gray = other.

 


Recruitment
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
Similar optimistic observations can be made regarding recruitment. The percentage of national match positions that were filled in diagnostic radiology in 1996 and 1997 were 60% and 70%, respectively. This represents a decline from 80% in 1995. The decline in residency applicants and the perceived decline in the quality of residency applicants in 1996 and 1997 were felt to be attributable to the forces that already have been cited: the attraction for careers in primary care and generalist areas such as internal medicine, the perceived lack of opportunities in the job market, and changes in lifestyle and reimbursement. This trend appears to be reversing, with 86% of the match positions filled in 1998 and recent results from 1999 indicating that 86% of positions have been matched. An almost 40% increase in the applicant pool between 1998 and 1999 (from 1520 to 2297) was also seen. However, it is important to note that there was a slight decline in the percentage of United States medical graduates relative to international applicants.

Despite the improvement in recruitment and the increase in number of graduates in the applicant pool, it may be getting more difficult to find a place to do residency training in radiology. The number of first-year or PGY2 (post-graduate year 2) training positions available in diagnostic radiology declined from 1024 to 990 between 1995 and 1997, and the number of programs declined from 206 to 197 [4] (Fig. 3). In addition, the percentage of diagnostic radiology residency first-year positions filled by graduates in medical schools outside the United States and Canada is increasing. About 22% of the positions in 1997 were filled by IMGs (international medical graduates), compared with 17% in 1996 and 15% in 1995 [4].



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Fig. 3. —Number of diagnostic radiology training programs in 1994 and 1998. There has been a decrease of approximately 4.5%.

 


Funding
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
Regardless of some of these reservations, trends in recruitment and employment appear promising. Radiology faces another major challenge in the new millennium in regard to funding for training programs. Such funding now comes from the federal government through the Medicare program, which provides both direct and indirect funding to training institutions for the education of its residents. The federal government is now debating the appropriateness of federal government support for medical education. The Balanced Budget Act of 1997 limits the number of house staff that will be funded by Medicare in a given hospital, and it also has reduced the indirect medical education payments over the next 5 years by 29% [7]. The federal government is also debating whom it should support. Medicare currently supports resident training by payments to the training institution for salary support, benefits, and the indirect costs of training programs. Historically, when the federal government offers support for education, it supports the trainees directly through scholarships and loans. If federal funding were to shift from hospitals to trainees, the negative impact on the bottom line for most hospital budgets that provide residency training programs could be as much as 10%. The government also has considerable concerns regarding the ever-increasing number of international medical graduates. The federal government is funding such graduates at a time when there is concern about an excess supply of physicians. Proposals for alternate sources of funding have been suggested, including an education tax on managed care and health maintenance organizations and the establishment of an educational trust fund that would be supported mainly by radiologists in private practice. Neither of the two options appear practical or likely, at least for the immediate future.

Adequate training in subspecialty areas has become mandatory over the past decade. Such training is usually provided in 1- or 2-year fellowship programs. Fellowships include both ACGME-accredited (Accreditation Council for Graduate Medical Education) and nonapproved training programs. The issue of funding for the fellowship programs is more immediate and critical than that of funding for radiology residency programs, which is currently from hospital or department funds. HICFA (Health Care Financing Administration) and Medicare fund ACGME-approved fellowships at only a 50% level, and a minimal amount of funding may come from grants. Sources for alternative funding must be aggressively pursued over the next decade. Possibilities include having the trainees pay for at least a portion of their education. This is an unlikely and quite unattractive option because many of our trainees sustain heavy debt from their medical school education. It is expected that federal government support will continue to decrease. An educational tax on health maintenance organizations has been suggested but will likely be resisted. Establishment of a national or educational trust fund to which all radiologists would contribute would allow training programs to be independent of other funding sources, but it would probably be necessary to raise more than $1 billion from United States radiologists over a 10- to 15-year period to accomplish the necessary goal.


Manpower Requirements
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
Despite the optimistic situation in the market-place for employment of radiologists at the present time, we as a profession must ask ourselves whether we will actually produce a large surplus of diagnostic radiologists in the new millennium. The growth in managed care and plans to reduce the numbers of physicians have focused attention on the possible oversupply of physicians, particularly non-primary care physicians. One widely publicized government analysis projected a 60% oversupply of non-primary care physicians by the year 2000 [8]. There has been much discussion about the possibility that diagnostic radiology may be facing such a surplus in the near future. It is difficult to make a precise assessment of the future need for radiologists, although efforts should be continued to estimate that need. Multiple factors may affect changes in demand for diagnostic radiology service. These include factors that increase demand, such as population growth; the aging of the population (elderly persons use more medical services); universal health insurance (which may be a prospect for the coming millennium); the increasing employment of female radiologists, a certain proportion of whom tend to work part time; and the increasing complexity of imaging examinations [9]. These are balanced by factors that decrease demand, including health care reform and more efficient radiology service. In 1995 there were approximately 24,000 diagnostic radiologists in the United States. Assuming that the rate of attrition is steady at 2.5% of the total and that 900 residents complete their training each year, the total number of radiologists by the year 2010 would be 28,000. Rosenquist has suggested this number may be 1500 in excess of estimated needs [9]. However, although precise estimates of future manpower requirements are often inaccurate, it appears reasonable that a slight reduction (10-15%) in the number of trainees may be warranted.


Curriculum
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
Are we indeed preparing today's residents for tomorrow's practice? More flexibility in our training programs is required because the market has changed and subspecialization within our field has changed. We are often producing trainees who are all much alike, but the job market may be totally different depending on their choice of careers, the degree of subspecialization required, and the choice of academic versus private practice. Radiology training programs may not be adequately preparing residents to meet these demands. It may be necessary to produce multiple tracks with different curriculums within training programs to address these needs. These are times when the academic and educational mission of training programs is under siege. Declining revenues have been accompanied by increasing clinical volume. This creates a unique challenge for resident education. Most practicing radiologists have been trained in programs in academic departments in which there was ample time for the resident to preview cases at either the viewbox or the workstation and to review studies in a somewhat leisurely manner with the staff. This created a situation of intensive one-on-one teaching. Unfortunately, this is a model that has become outdated. Creative approaches are needed to ensure the quality of our resident education and to motivate faculty to teach in difficult circumstances. These could include financial incentives for teaching efforts as well as for clinical productivity. Many medical schools now require documentation of teaching accomplishments and efforts as a prime criterion for promotion.

A well-defined curriculum also helps ensure the quality of resident education. The ACGME has defined specific program requirements for the curriculum. These include educational goals and objectives with respect to the knowledge, skills, and other attributes residents must acquire at each level of training and for each major rotation or other program assignment. The Association of Program Directors in Radiology has recently solicited the help of each of the subspecialty organizations in radiology in an effort to develop a well-defined curriculum for each level of training in subspecialty areas such as chest, bone, neuroradiology, and so on. These curricula include a listing of interventional techniques, algorithms, specific disease entities, and a detailed bibliography, among other items. Documentation of such a curriculum must be provided to the ACGME and circulated to all the residents before each rotation. This approach will provide both internal and external monitors to ensure that the objectives and goals of the curriculum are met.

Both resident training and the curriculum must be flexible and prepare residents for the job markets they will enter. The wants and needs of the academic as well as the private practice community must be taken into consideration. Many of the needs and wants of these two communities intersect. The primary mission of both communities is clinical service and patient care; however, each group has some unique requirements.


Academic Radiology
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
Academic radiology is a dynamic and evolving field that needs to respond to new developments in research and scholarship. It is perhaps helpful to review the traditional roles of the academic radiologist and how those roles must change for the new millennium. Steven Chan [10] has recently published a provocative essay addressing this issue, which I will summarize. The emergence of academic radiology was characterized initially by the age of the general radiologist; during this period, the clinical usefulness of radiologic techniques in everyday medicine was established, as was the role of the radiologist in general medical care. This was followed by the age with which most of us are familiar and which exists in most of our academic departments, that is, the age of the sub-specialist radiologist. These radiologists established, maintained, and expanded the role of imaging in every domain of medicine. Sub-specialty radiology has developed and matured over the past two decades and now forms one of the major pillars of both private practice and academic radiology. The new millennium, however, will demand some changes in this academic model. The discipline of radiology has never enjoyed such a wide array of clinically relevant diagnostic technologies or such a plethora of emerging imaging technologies and developmental advances. We now possess the tools to image specific molecules, reconstruct three-dimensional images of the body, and visualize cerebral function in real time. It has become clear even to many observers outside organized radiology that diagnostic imaging is a field to which greater attention and resources should be devoted in the near future. These developments in our field make it clear that it is necessary to develop a core of academic radiology faculty with a variety of interdisciplinary capabilities and backgrounds who can respond to the challenges proposed by these new developments in imaging and who can perform the cutting-edge research that is required to maintain growth in our field. The new academic model must include the clinician scientist who has training and expertise in other fields, including biostatistics, epidemiology, technology assessment, and outcomes research. Such clinician-scientist radiologists will be actively involved in establishing in a rigorous fashion the clinical usefulness and societal benefits of imaging. Another model for the future not only encompasses the needs of academic radiology but also those of community practice—the model of the physician manager. A physician manager has knowledge of the managerial and social sciences and can connect technology and imaging with the organizational arena. Such an individual can maximize the benefits of imaging relative to available resources and can integrate radiology into the health care system.

Radiologists must have the skills to participate in the frontier fields of science that affect imaging. These include molecular biology, physics, optical imaging, radiochemistry, tissue engineering, and computer science. Frontier fields also include the social sciences, technology assessment, health services research, operations research, medical informatics, decision sciences, and financial management. It is clear that the academic radiologists of the future will need an extended portfolio of skills to meet these challenges. How do we prepare the academic radiologists of the future to contribute meaningfully to such frontier fields? The solution probably lies in the development of alternative educational pathways in other academic educational programs that will allow the academic radiologist to function as a full-fledged practitioner of another discipline. This approach will usually involve the attainment of an advanced degree in another discipline. It is clear that traditional radiology training programs will not provide the entire solution. The answer may lie in medical schools with joint programs. In the past, academic radiologists have pursued advanced degrees, usually a Ph.D. degree, in the biologic and physical sciences, either as part of an M.D./Ph.D. program or as a separate educational pursuit. Recently, masters degree programs in public health or business administration have increased in popularity among academic radiologists. A common characteristic of each of these alternative educational programs is the identification of a core body of knowledge and a set of key skills that usually differ from those learned during medical school and residency training. Other pathways include postdoctoral research fellowships and sponsored training programs. All of these efforts should extend the boundaries of academic radiology to encompass other academic efforts with respect to the basic sciences and the social sciences. Interdisciplinary work beyond radiology should become the norm for academic radiology departments. Modifications in the traditional residency training program can also help accomplish these goals. The ABR has recently implemented a research or academic track—the Holman research pathway—that will allow close to 2 years of research time as part of a modified residency model. Such a track may benefit those who enter our specialty with the requisite alternative pathway already completed, such as M.D./Ph.D., M.P.H., or M.B.A. degrees. The development of critical thinking skills and instruction in noninterpretive issues are also critical to the development of both the academic and private-practice radiologist.


Generalists
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
Specific wants and needs of the private-practice market can be identified. The resident skills in these areas apply equally to private and academic practice. Radiology practices place a high emphasis on communication skills. Residents must learn how to dictate effective reports, consult wisely and effectively with clinicians, and be able to multitask and interpret large numbers of cases. Although the age of the subspecialist has occurred in the community practice as well as in academic radiology, the resident must develop a strong base in general radiology. This is necessary because interpretation of studies outside the subspecialty area will occur frequently and will often be the norm. Interpersonal skills and the development of professionalism are also critical factors. Professionalism includes those attributes that are necessary for the consummate care of the patient, in other words, being there to do the job when there is a job to be done. To succeed in private practice, residents should have comprehensive knowledge of a number of noninterpretive skills. How can training programs change so that these wants and needs of community radiology are effectively addressed? First of all, training programs must evaluate skills such as effective dictation. These should meet the ACR standard. Residents should be placed in situations where multitasking is required, such as outpatient training and primary care activities. Emphasis should be placed on interpersonal skills. Ideally, only those residents should be selected to enter training programs who have the requisite interpersonal skills. The problem resident should be identified early, and remedial guidance and assistance should be available if personality problems arise. It is extremely important that the faculty serve as role models in the development of professionalism among residents. Faculty members may have to evaluate their own professional behavior to teach these attributes to the residents. Finally, a curriculum should be provided for the development of noninterpretive skills.


Communication Skills
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
We must also train residents to be capable of meeting the wants and needs of specialists, generalists, and most importantly, our patients. Communication with clinicians and patients is important, and these skills need to be emphasized and taught to residents by faculty. The resident should be taught to be an effective consultant and to interact effectively with referring physicians. Mechanisms for accomplishing this task could include supervised rotations where the resident is exposed to the gatekeeper role and provides advice on the sequencing of examinations. Residents should participate in clinical conferences with those in other disciplines. Radiologists need to act as physicians and must not forget that the patient is the reason for our efforts. Patient focus groups or direct communication with patients under faculty supervision may be helpful training approaches.


Noninterpretive Skills
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
The teaching of nonclinical and noninterpretive skills to our residents is an integral part of the residency training curriculum. The ACGME requires that all institutions provide their residents with a curriculum that has a regular review of ethical, socioeconomic, medicolegal, and cost-containment issues that affect medical practice. In fact, the program requirements for diagnostic radiology published in January 1999 clearly state that diagnostic radiology, radiologic physics, radiation biology, radiation protection, computer applications, radiology practice management, and pathology are required elements of the curriculum [11]. In response to the critical need to teach nonclinical and noninterpretive skills to residents, the ACR and the Association of Program Directors in Radiology have formed a working group to devise a curriculum to teach these skills that could be made available to all training programs. Such a curriculum would include practical business issues in radiology, ACR standards for accreditation of programs and appropriateness criteria, service orientation and interpersonal skills, medical organizational politics, critical thinking skills, ethics, and job search and contracting. Because it may be difficult for many programs to develop curricula dealing with all of these issues, the ACR and the Association of Program Directors in Radiology are developing videotapes that will consist of short, live sessions with residents and a 30-min faculty presentation followed by live interaction with the resident audience. Such a videotape could be shown at local sites, and the local program director could facilitate more discussion in response to the faculty presentation.


Radiology Review Commission and ABR
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
Some radical changes in the way we train residents may be required to prepare them for the new millennium, either in the field of academic radiology or in community radiology practice. How are we going to ensure that this occurs? Perhaps the most effective instruments for change in residency training programs are the Radiology Review Commission and the ABR. Their approach is, "If we test for it, residents will learn it," and the ABR is currently reviewing the content of its examination. It may consider reengineering the examination to address such issues as critical thinking skills and knowledge of noninterpretive and nonclinical issues ranging from standards of practice to the business aspects of radiology. It has approved the new Holman research track to better train residents for academic careers.


Continuing Medical Education
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 
Education is a lifelong endeavor and continues throughout our careers as radiologists. CME has recently become a more compelling issue because the ABR issues time-limited certificates. Recertification is on the horizon, and even those currently in practice may be required to obtain recertification to obtain licensure in other states. Changes in the health care scene have also affected CME. Many university-based postgraduate courses are affected by limited financial resources and less time for faculty participation. The new millennium will certainly witness the continuation of very traditional vehicles for CME, such as annual meetings of national societies like the American Roentgen Ray Society, professional journals, audiotapes, videotapes, and syllabi of courses presented at national meetings. However, there is no question that we have already moved into the era of electronic education. Electronic media such as CD-ROMs, but more particularly the Internet, are growing in popularity among radiologists. The burgeoning electronic delivery of CME is being used across all specialties. In the new millennium, radiologists may choose to go no further than their computers to learn about new tools in radiology and to brush up on imaging techniques. This shift is not surprising. Most physicians today have less time and money to allocate for travel and in most states must still fulfill CME requirements for licensure renewal. The electronic future provides unique opportunities for societies such as the American Roentgen Ray Society to distribute educational products and materials from annual meetings online to all its members via the World Wide Web. The Society is also considering the development of an education center at its new property in Leesburg, VA, although this has not officially been decided. The center could offer courses in computer education, particularly in picture archiving and communication systems and virtual reality.

In summary, the new century will provide us with fewer resources and some unique challenges in the field of education at all levels—medical student, residency, and CME. However, the developments in our field and new advances in technology and exciting new areas of research provide us with unique education opportunities. I am convinced that our specialty will continue to attract the best and the brightest. It is up to us to provide new recruits into the profession with the necessary education and tools to ensure the future of radiology as a specialty.


References
Top
Introduction
Employment
Recruitment
Funding
Manpower Requirements
Curriculum
Academic Radiology
Generalists
Communication Skills
Noninterpretive Skills
Radiology Review Commission and...
Continuing Medical Education
References
 

  1. Vydareny KH. Radiology 1998: are today's residents ready for (tomorrow's) practice? AJR [in press]
  2. Ferris EJ. Expanding the role of the diagnostic imaging specialist: new opportunities for today and tomorrow. Radiology 1997;202:593-596[Free Full Text]
  3. Weiner J. Forecasting the effects of health reform on U.S. physician workforce requirements: evidence from HMO staffing patterns. JAMA 1994;272:222-230[Abstract/Free Full Text]
  4. Crewson PE, Sunshine JH, Schepps B. The situation of diagnostic radiology training programs and their graduates in 1997. AJR 1998;171:919-922[Abstract/Free Full Text]
  5. Dunnick NR. Employment in radiology is even higher in 1998. Acad Radiol 1998;5:868-869
  6. Positive employment market for radiologists. ACR Bulletin 1999;55:8-25
  7. Ames ES. Graduate medical education financing: effect of the balanced budget act of 1997. Acad Radiol 1998;5:626-628[Medline]
  8. Council on Graduate Medical Education. Third report: improving access to health care through physician workforce reform. Washington, DC: U.S. Department of Health and Human Services, Public Health Service, October 1992
  9. Rosenquist CJ. How many radiologists will be needed in the years 2000 to 2010? Projections based on estimates of future supply and demand. AJR 1995;164:805-809[Abstract/Free Full Text]
  10. Chan S. Alternative educational pathways: their future role in changing the mental models of academic radiology. Acad Radiol [in press]
  11. ACGME program requirement for residency education in diagnostic radiology. Graduate medical education directory, 310 -313, 1999

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