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A systematic review of studies comparing myocardial infarction mortality for generalists and specialists: lessons for research and health policy.

BACKGROUND: Much of the research comparing specialists and generalists is from studies of patients who had a myocardial infarction. The present study systematically examined this research. METHODS: Medline was used to search for all articles published from 1990 to 2003 that compared cardiologists and generalists for adjusted mortality rates of patients with myocardial infarction. From each article identified, information was abstracted on factors that could have influenced the comparisons. RESULTS: The studies consistently found that patients of generalists were at greater risk of mortality from both cardiac and noncardiac risk factors and had higher unadjusted mortality rates. Adjusting for risk factors decreased the differences between cardiologists and generalists. Studies that seemed to do the best job taking into account patient differences had similar adjusted-mortality rates for the cardiologists and generalists. No studies adequately took into account reasons the patient did not have care by a cardiologist, eg, patient preferences, severity of comorbid disease, general health status, or resource availability. CONCLUSIONS: Generalists and cardiologists differ substantially with respect to their patients and practice environments. Results comparing patient outcomes by specialty are often influenced by important patient or resource characteristics that were not taken into account.

Cardiology↗

Specialty intentions of 1995 U.S. medical school graduates and patterns of generalist career choice and decision making.

The authors report on the specialty intentions that graduating students declared on the 1995 AAMC Medical School Graduation Questionnaire (GQ) and compare the pattern of career choices in 1995 with that in 1992. Family practice was the leading choice of graduates in 1995, followed by internal medicine subspecialties and general internal medicine. These choices represented significant gains over those made in these specialties in 1992 and were at the expense of declines in the interest of 1995 graduates for internal medicine specialties, radiology, anesthesiology, obstetrics-gynecology subspecialties, and some other fields. In 1992, 14.6% of graduating students declared plans to pursue careers in one of the generalist specialties; in 1995, 27.6% declared such plans. In 1992, no school graduated 50% or more students with generalist intentions, and only one school reached 40%; in 1995, five schools graduated more than 50%, and another 15 graduated more than 40% who favored generalist careers. Medical schools with significant GQ response rates (110 out of 125) were aggregated by level of generalist production (top 25%, middle 50%, and bottom 25%) according to the percentages of their 1995 graduates selecting careers in the individual generalist specialties of family practice, general internal medicine, and general pediatrics, and in these generalist specialties in toto. Within these groups, the linking of GQ responses to declarations given by the same students on the Matriculating Student Questionnaire (MSQ) made it possible to determine the extent to which graduates' specialty choices represented early interests that were retained or interests acquired later during medical school.(ABSTRACT TRUNCATED AT 250 WORDS)

Career Choice↗

A cross-national comparison of generalist physician workforce data. Evidence for US supply adequacy.

OBJECTIVE: To assess the adequacy of the US generalist physician workforce using population-based, cross-national physician workforce data. DESIGN: A comparative analysis of physician workforce data obtained from primary sources in Canada in 1991 and from England and Germany in 1993. METHODS: Generalist physician-to-population ratios were calculated for each country and the results compared in the context of how primary care services are delivered. The findings were used to create a framework for analyzing the adequacy of the generalist physician workforce of the United States. MAIN OUTCOME MEASURE: The comparability of the number of primary care providers per 100 000 population in the US physician workforce with the number in Canada, England, and Germany. RESULTS: On a population basis, the size of the full-time US generalist physician workforce is larger than that of England, similar to that of Germany, and smaller than that of Canada. These size differences are largely reconciled when one takes into account differences in the way primary care services are delivered, the degree to which nurse practitioners are employed in each country, and the degree to which nongeneralist physicians provide primary care services. CONCLUSIONS: The size of the US generalist physician workforce is currently adequate to meet the needs of the population. Policies designed to greatly expand the size of the US generalist physician workforce are ill-conceived.

Canada↗

Specialty differences in the management of asthma. A cross-sectional assessment of allergists' patients and generalists' patients in a large HMO.

OBJECTIVE: To examine the differences in medical management and quality of life between patients with asthma who receive their primary asthma care from allergists and those who receive their care from generalists in a large health maintenance organization (HMO). METHODS: We conducted a cross-sectional study of patients with asthma in a large HMO (Kaiser Permanente, Northwest Region, Portland, Ore). Participants were 392 individuals aged 15 through 55 years with physician-diagnosed asthma, taking antiasthma medications, reporting current asthma symptoms, and receiving asthma care from an allergist or from a generalist. Primary outcomes include characteristics of asthma, health care utilization, and quality of life. RESULTS: Patients cared for by allergists tended to have more severe asthma than those cared for by generalists (P < .01). The allergists' patients tended to be older (38.6 +/- 9.6 years vs 35.7 +/- 12.6 years, P < .01), more atopic (91% vs 78%, P < .01), and more likely to report perennial (rather than seasonal) asthma (26% vs 36%, P < .04) than the generalists' patients. Patients receiving their primary asthma care from an allergist were considerably more likely than generalists' patients to report using inhaled anti-inflammatory agents (P < .01), oral steroids (P < .01), and regular (daily) breathing medications to control their asthma (P < .01). Allergists' patients were more likely to have asthma exacerbations treated in a clinic setting rather than an emergency department (P < .01). Furthermore, allergists' patients reported significantly improved quality of life as measured by several dimensions of the SF-36 scale (physical functioning, role emotional, bodily pain, and general health; P < .05). CONCLUSIONS: These findings suggest that specialist care of asthma is of benefit for patients with asthma in a large HMO. Specifically, the allergists' patients conformed more closely to national asthma management guidelines and reported better quality of life than did the generalists' patients.

Adolescent↗

Treatment and outcomes of acute myocardial infarction among patients of cardiologists and generalist physicians.

BACKGROUND: Both cardiologists and generalist physicians care for patients with acute myocardial infarction, but little is known about their patients' characteristics, treatments, and outcomes. METHODS: We identified attending and consulting physicians, patient characteristics, drugs, procedures, and mortality from clinical and administrative records of 1620 Medicare beneficiaries aged 65 to 79 years who were treated for acute myocardial infarction at 285 hospitals in Texas during 1990. RESULTS: Patients treated by attending cardiologists were younger, had prior congestive heart failure less frequently, and were initially treated in hospitals offering coronary angioplasty or bypass surgery more often than patients treated by attending generalist physicians (for each, P<.004). Adjusting for patient and hospital characteristics, cardiologists were more likely than generalist physicians to prescribe thrombolytic therapy and aspirin (P<.05) but not beta-adrenergic blocking agents (beta-blockers). Cardiologists used coronary angiography and angioplasty more often (P<.003), but not echocardiography or exercise testing. Adjusted 1-year mortality did not differ significantly between patients of attending cardiologists and generalist physicians (odds ratio, 1.01; 95% confidence interval, 0.76-1.35) or between patients of generalist physicians with and without a consulting cardiologist (odds ratio, 0.83; 95% confidence interval, 0.60-1.16). However, patients initially admitted to hospitals offering coronary angioplasty and bypass surgery had lower adjusted 1-year mortality than patients admitted to other hospitals (odds ratio, 0.68; 95% confidence interval, 0.47-0.98). CONCLUSIONS: Compared with generalist physicians, cardiologists used some, but not all, effective drugs more frequently, as well as coronary angiography and angioplasty. Although these differences were not associated with lower adjusted mortality among cardiologists' patients, cardiologists were more likely to treat patients in hospitals with better outcomes. Future studies should identify organizational factors that improve outcomes of myocardial infarction.

Aged↗

Comparing generalist and specialty care: discrepancies, deficiencies, and excesses.

Policymakers, managed care organizations, medical educators, and the general public are showing an increasing interest in the amount and quality of care provided by generalists and subspecialists. This article reviews studies comparing the knowledge base of and quality of care provided by these 2 groups of physicians. English-language articles were identified through MEDLINE (1966-present) using the following keywords: generalist, generalism, (sub)specialist, (sub)specialty, (sub)specialization, consultation, referral, and quality of care, and through the bibliographies of these citations. All studies were evaluated. With respect to quality of care, only American studies were chosen. Data quality was assessed by me. Evidence is strongest that the knowledge base and quality of care provided by specialists exceeds those of generalists for certain conditions such as myocardial infarction, depression, and acquired immunodeficiency syndrome. Differences in many other areas are multifactorial, and often a function of study design or patient selection. The differences, however, are not as striking or important to the health of the public at large as those deficiencies in disease management, preventive care, and health maintenance that are common to all physicians. Furthermore, overuse of diagnostic and therapeutic modalities by certain specialists leads to increased costs with either no benefit or added risks to patients. The quality and coordination of care provided by generalists and specialists may be improved through changes in education and training, via quality improvement methods of providing patient care, and by increasing visit length and optimizing use of referrals and strategies for generalist-specialist comanagement. Further study of these areas is warranted and should concentrate on outcomes.

Family Practice↗

Quality of care and outcomes of adults with asthma treated by specialists and generalists in managed care.

BACKGROUND: The growth of managed health care in the United States has been accompanied by controls on access to specialty physician services. We examined the relationship of physician specialty to treatment and outcomes of patients with asthma in managed care plans. METHODS: We conducted a mail survey of adult asthma patients who were enrolled in 12 managed care organizations and had at least 2 contacts for asthma (International Classification of Diseases, Ninth Revision, Clinical Modification code 493.x) during the previous 24 months; we also surveyed their treating physicians. This report concerns 1954 patients and their 1078 corresponding physicians. Treatment indicators included use of corticosteroid inhalers, use of peak flow meters, allergy evaluation, discussion of triggers, and patient self-management knowledge. Outcome measures included canceled activities, hospitalization or emergency department visits, asthma attacks, workdays lost, asthma symptoms, physical and mental health, overall satisfaction with asthma care, and satisfaction with communication with physicians and nurses. RESULTS: Significant differences were noted for patients of specialists and experienced generalists compared with those of generalist physicians. Peak flow meter possession was reported by 41.9% of patients of generalists, 51.7% of patients of experienced generalists, and 53.8% of patients of pulmonologists or allergists. Compared with patients of generalists, outcomes were significantly better for patients of allergists with regard to canceled activities, hospitalizations and emergency department visits for asthma, quality of care ratings, and physical functioning. Patients of pulmonologists were more likely to rate improvement in symptoms as very good or excellent. CONCLUSIONS: In a managed health care setting, physicians' specialty training and self-reported expertise in treating asthma were related to better patient-reported care and outcomes.

Adolescent↗

Generalist and subspecialist physicians' knowledge, attitudes, and practices regarding influenza and pneumococcal vaccinations for elderly and other high-risk patients: a nationwide survey.

BACKGROUND: Influenza and pneumococcal vaccination rates remain too low. This survey assessed generalist and subspecialist physicians' knowledge, attitudes, and practices regarding influenza and pneumococcal vaccinations for high-risk patients. METHODS: A self-administered questionnaire was mailed to 6000 physicians randomly selected from a national database. RESULTS: After 3 mailings, 1874 physicians (32%) of the 5858 eligible responded. Although most physicians thought that it was very important for their high-risk patients be current on influenza and pneumococcal vaccinations, only 86% and 75% of generalists and subspecialists, respectively, very strongly recommended influenza vaccinations to their elderly patients and only 81% and 64%, respectively, very strongly recommended pneumococcal vaccinations to their elderly patients (P<.001 for both). After multivariate logistic regression, factors significantly associated with strongly recommending vaccinations to elderly patients in the influenza and pneumococcal vaccination models included female sex of provider, the provider having received an influenza vaccination, the provider's beliefs about vaccine effectiveness and cost-effectiveness, a patient's risk for illness, and ease of targeting patients. In addition, generalists were more likely than subspecialists to strongly recommend pneumococcal vaccinations to their patients. Patient reminders, special clinics, and standing orders were each used by fewer than 30% of respondents, although generalists were more likely than subspecialists to use such strategies. CONCLUSIONS: Nontrivial proportions of generalist and subspecialist physicians fail to strongly recommend influenza and pneumococcal vaccinations to their elderly and high-risk patients. Other effective strategies for promoting vaccine delivery are also used relatively infrequently. These findings suggest areas for improvement if vaccination rates are to reach national goals.

Aged↗

The generalist role of specialty physicians: is there a hidden system of primary care?

CONTEXT: Despite increased emphasis on primary care in the United States, most care continues to be provided by specialists. The extent to which specialists incorporate elements of primary care in their approach to ambulatory patients is unknown. OBJECTIVES: To examine the extent to which selected medical and surgical subspecialties provide generalist care to Medicare patients, and to compare patterns of care between specialists and generalists. DESIGN: A cross-sectional study of all ambulatory care recorded in Part B of the Washington State Medicare Claims Database in 1994 and 1995. SETTING: Ambulatory practices in Washington State. PATIENTS: Medicare beneficiaries 65 years or older who made office visits to the study physicians. MAIN OUTCOME MEASURES: The extent to which individual specialties accounted for the majority of visits made by patients to physicians (a measure of continuity), provided care outside the traditional domain of their specialty (a measure of comprehensiveness), and provided influenza immunization. RESULTS: A total of 373 505 patients constituted the sample. Patients had an average of 7.48 outpatient visits per year; 9.6% saw only generalists, while 14.7% saw only specialists. The practices of general internists and family physicians differ systematically from the practices of most specialists. Approximately half (49.8%) of all ambulatory visits to general internists and family physicians are made by patients for whom they provide the majority of outpatient care, compared with 21.0% of medical specialist and 11.7% of surgical specialist visits. The rate of influenza immunization was 55.4% for patients who received the majority of their care from generalists, 47.7% from medical specialists, and 39.6% from surgical specialists. Pulmonologists, general surgeons, and gynecologists were more likely than other specialists to provide services outside their specialty. CONCLUSIONS: Most specialists do not assume the principal care responsibility for elderly patients, although a substantial proportion of patients see only specialists for their care. Selected specialties assume the generalist role more often, particularly when they provide the majority of outpatient care for an individual patient.

Aged↗

Prostate cancer, screening and the generalist physician.

The generalist physician (family physician or general internist) provides primary care services and coordinates the care of other specialists for most Americans. These physicians develop continuous relationships with patients that can span decades. This therapeutic relationship is an important aspect of the services that generalist physicians provide. Generalist physicians serve as the first line of defense in screening for cancer and other serious health conditions. Prostate cancer is a prevalent and important condition. However, generalist physicians will encounter 10 times as many older men who will die of heart disease than of prostate cancer. Until more conclusive evidence is available to support the aggressive diagnosis and treatment of early stage prostate cancer, the generalist physician should refrain from screening for prostate cancer without counseling men about the risks, benefits, alternatives and uncertainties of early diagnosis and treatment of prostate cancer.

Aged↗

The prerequisites for and likelihood of generalist-specialist coexistence.

Mathematical models of three-consumer-two-resource systems are used to explore the possibility of coexistence when one consumer is a generalist utilizing both resources, and the other two are specialists utilizing only one. Such coexistence requires strongly saturating functional or numerical responses in at least one consumer and the presence of sustained asynchronous variation in resource abundances. Given these conditions, the effects of three dichotomous factors on the range of parameters allowing coexistence are examined: flexible versus inflexible resource choice by the generalist, endogenous or exogenous cause of resource cycles, and location of the two resources in a single habitat versus two habitats. Coexistence of all three species is found to be possible for all combinations of these factors except for inflexible choice in a two-habitat environment. Generalists experience frequency-dependent fitness because, when they are abundant, they synchronize resource cycles and/or reduce their amplitude. When the generalist can adaptively adjust its relative foraging on the two resources, coexistence conditions are broadened considerably, and coexistence commonly occurs readily with exogenous variation in resource growth and with resources located in distinct habitats. Adaptive behavior increases the generalist's ability to both synchronize and dampen resource cycles.

Animals↗

The scientific basis of generalist medicine.

The authors state that one of the reasons medical students favor specialist medicine over generalist medicine (i.e., primary care) is that they see generalist medicine as existing in a nebulous world of non-science. Students often feel that the scope of knowledge in generalist disciplines is so broad and unbounded that these fields cannot be approached with sufficient scientific rigor. Students hold this view in part because they are unable to see the shortcomings of the reductionist thinking that dominates medical education and specialty medical care. But now a new field, chaos science, reveals the intellectual basis for generalist medicine, because it finds patterns and order in the behavior of whole, complex systems (such as human beings) and explains the necessity for the experiential, holistic, and intuitive processes that are essential in generalist care. This intellectual basis is neither greater nor lesser than that of specialist medicine--just different. To explain these contentions, the history, strengths, and limits of reductionist thinking are discussed, and aspects of chaos science, such as the butterfly effect and strange attractors, are described. The authors close by emphasizing the importance of striking a balance between reductionist and whole-systems thinking, and challenge students who "have an eye for pattern and a taste for complexity, jagged edges, and sudden leaps" to consider a career in primary care medicine, where they will be, in effect, the chaos scientists of human beings.

Attitude↗

Medical school admission and generalist physicians: a study of the class of 1985.

PURPOSE: To examine the medical school applications of physicians who are now established in their careers to see whether any of the applicants' data might have had predictive value for the admission process of a medical school wishing to increase its production of generalist physicians. METHOD: Three members of the Committee on Admissions of the University of North Carolina at Chapel Hill School of Medicine followed the same procedure they use when reviewing current medical school applicants in reading the applications of 148 graduates of the class of 1985. The readers recorded data from all parts of the American Medical College Application Service form--face sheet, personal statement, and the record of course work--and used alumni records and published physician locators to determine these class members' whereabouts and the specialties (and subspecialties) they were practicing 13 or 14 years after applying to medical school. RESULTS: Thirty-four percent of the class had elected generalist medical careers (the practice of family medicine, general internal medicine, or general pediatrics). A high service index (reflective of a demonstrated orientation toward community service prior to medical school matriculation) predicted strongly the choice of a generalist medical career. Conversely, the absence of any clear evidence of a service orientation predicted still more strongly a non-generalist career. Less strong predictors of a generalist practice included the selection of a generous number of non-science-content courses as an undergraduate, lower socioeconomic family origin, and a record of leadership in one or more extracurricular activities during college. CONCLUSION: If an admission committee informs itself of "what finally happens" to those it admits, its decisions can contribute to achieving whatever policy its medical school adopts with respect to the mix of physicians it wishes to produce.

Career Choice↗

The interdisciplinary generalist curriculum project: a national medical school demonstration project.

The United States is facing the challenge of producing more generalists for the physician workforce. The Primary Care Organizations' Consortium (PCOC) has responded by focusing on how medical education can be modified to enhance and support medical students' interest in and commitment to generalism early in their training. Evolving from PCOC's developmental work, the five-year Interdisciplinary Generalist Curriculum (IGC) Project was developed to encourage the nation's schools of medicine and colleges of osteopathic medicine to implement interdisciplinary generalist curricula in the preclinical years. Funded by the Division of Medicine in the Bureau of Health Professions of the Health Resources and Services Administration (HRSA), the IGC Project has successfully developed and implemented a nationally competitive medical school demonstration project. Thirty-three schools submitted proposals for an IGC Project award; nine were selected for site visits, from which five were chosen to receive three-year awards. Rigorous attention to creating and maintaining an interdisciplinary focus has characterized the first phase of the IGC Project. Shared leadership among the Executive Committee's project director and two project codirectors and parity in representation among the three disciplines of family medicine, internal medicine, and pediatrics on the Advisory Committee have formed a critical foundation for interdisciplinary functioning within the project. Growing national interest in generalist training and other funding initiatives have contributed to acceptance of the IGC Project. The high level of interest in the IGC Project and the successful interdisciplinary collaboration during the first phase would indicate that the interdisciplinary process can be replicated to move the nation's medical education institutions toward the production of needed generalist physicians.

Curriculum↗

Medical student initiatives to promote the education of generalist physicians.

Medical student organizations--including the American Medical Student Association (AMSA), the Association of American Medical Colleges's Organization of Student Representatives (AAMC-OSR), and the American Academy of Family Physicians' National Congress of Student Members (AAFP-NCSM)--are responding to the increased need for generalist physicians. Through a variety of initiatives drawing on each organization's unique strengths and capabilities, students are developing curricular and extracurricular initiatives to increase trainees' exposure to and knowledge about generalist medicine. These projects indicate that future physicians are interested in learning about generalist careers and in working with generalist mentors early in their medical training. Students are addressing these needs through community-based experiences, student interest groups, legislative activity, curricular reform, and research in generalist medicine.

Clinical Clerkship↗

The effects of medical school curricula, faculty role models, and biomedical research support on choice of generalist physician careers: a review and quality assessment of the literature.

The authors evaluated and reviewed the literature on the effects of medical school curricula, faculty role models, and federal biomedical research support on the specialty choices of U.S. medical students. All 275 articles on these subjects published from 1984 through 1993 were considered. An instrument was developed to assess the quality of the articles. A total of 85 articles met study criteria and were reviewed. The mean score achieved was 42.7% of the total possible points. Major educational reforms emphasizing primary care have resulted in significant increases in the percentages of graduates choosing generalist careers. Except for required clinical training in family practice, individual curriculum components have generally not been successful. Students and physicians often stated that faculty role models influenced specialty choices, and there is some evidence that faculty composition is related to students' career choices. There was a consistent inverse correlation between the amount of federal biomedical research support received and the percentage of a school's graduates choosing generalist careers. It is unknown whether this relationship is causative and, if so, how research funds affect specialty choices. The best strategies to enlarge the proportion of medical students choosing generalist careers include institutional reform to emphasize generalist training, increasing the size of generalist faculty, and requiring clinical training in family practice. The relationship of federal biomedical research support to the specialty choices of medical students needs to be studied further. Research on specialty choice could be improved by including a larger number of schools and students, studying trends over several years, and using validated measures and outcomes, control groups, and multivariate analyses.(ABSTRACT TRUNCATED AT 250 WORDS)

Career Choice↗

A longitudinal ethics curriculum for medical students and generalist residents at the Medical College of Georgia.

Medical ethics is an important instructional area for both the undergraduate student pursuing a generalist education and generalist residents. With the support of a Generalist Physician Initiative (GPI) award from The Robert Wood Johnson Foundation, the Medical College of Georgia has implemented a longitudinal experience in clinical ethics spanning the four undergraduate years to make this area more meaningful and clinically relevant. This report outlines the structure and content of this four-year curriculum, which has been developed and implemented in a stepwise fashion since 1996. Course themes and students' activities during the four years are described. Since 1997, a shared curriculum in ethics--developed for residents in internal medicine, family medicine, and pediatric generalist programs--has been provided in combined interdepartmental conferences as part of a broader interdepartmental generalist curriculum. Early evaluation findings and plans for future evaluation programs are also described.

Curriculum↗

Generalists and oncologists show similar care practices and outcomes for hospitalized late-stage cancer patients. SUPPORT Investigators. Study to Understand Prognoses and Preferences for Outcomes and Risks for Treatment.

OBJECTIVE: The objective of this work was to identify similarities and differences in primary attending physicians' (generalists' versus oncologists') care practices and outcomes for seriously ill hospitalized patients with malignancy. DESIGN: This was a prospective cohort study (SUPPORT project). SETTING: Subjects were recruited from 5 US teaching hospitals; data were gathered from 1989 to 1994. SUBJECTS: Included in the study was a matched sample of 642 hospitalized patients receiving care for non-small-cell lung cancer, colon cancer metastasized to the liver, or multiorgan system failure associated with malignancy with either a generalist or an oncologist as the primary attending physician. MEASUREMENTS: Care practices and patient outcomes were determined from hospital records. Length of survival was identified with the National Death Index. Physicians' perceptions of patient's prognosis, preference for cardiopulmonary resuscitation (CPR), and length of relationship were assessed by interview. A propensity score for receiving care from an oncologist was constructed. After propensity-based matching of patients, practices and outcomes of oncologists' and generalists' patients were assessed through group comparison techniques. RESULTS: Generalist and oncologist attendings showed comparable care practices, including the number of therapeutic interventions, eg, "rescue care" and chemotherapy, and the number of care topics discussed with patients/ families. Length of stay, discharge to supportive care, readmission, total hospital costs, and survival rates were similar. For both physician groups, perception of patients' wish for CPR was associated with rescue care (P < 0.03), and such care was related to higher hospital costs (P < 0.000). Poorer prognostic estimates predicted aggressiveness-of-care discussions by both types of physicians. Length of the patient-doctor relationship was associated with oncologists' care practices. More documented discussion about aggressiveness of care was related to higher hospital costs and shorter survival for patients in both physician groups (P < 0.001). CONCLUSIONS: Generalists and oncologists showed similar care practices and outcomes for comparable hospitalized late-stage cancer patients. Physicians' perceptions about patients' preferences for CPR and prognosis influenced decision making and outcomes for patients in both physician groups. Length of relationship with patients was associated only with oncologists' care practices. Rescue care increased hospital costs but had no effect on patient survival. Future studies should compare physicians' palliative care as well as acute-care practices in both inpatient and ambulatory care settings. Patients' end-of-life quality and interchange between physician groups should also be documented and compared.

Adult↗