RESUMO
Purpose To compare dual-energy CT with iodine quantification to single-energy CT for evaluation of the spot sign for intracranial hematoma expansion. Materials and Methods In this retrospective study, 42 patients (mean age, 66 years ± 15 [standard deviation]; 19 women) were referred for dual-energy CT assessment of intracranial hemorrhage from October 2014 to January 2017. A machine learning approach (naive Bayes classifier) was used to identify iodine markers of extravasation for risk of hematoma expansion. Specificity and sensitivity of these markers were then independently validated in 65 new patients from February 2017 to February 2018. Results Analysis of dual-energy CT images identified two features of iodine extravasation: total iodine concentration within the hematoma (Ih) and focal iodine concentration in the brightest spot in the hematoma (Ibs) as predictors of expansion. The I2 score derived from these features provided a measure of expansion probability. Optimal classification threshold was an I2 score of 20 (95% confidence interval [CI]: 18, 23), leading to correct identification of 39 of 46 (85%; 95% CI: 71%, 94%) of the hematomas on the training set (sensitivity of 79% [11 of 14; 95% CI: 57%, 100%] and specificity of 88% [28 of 32; 95% CI: 76%, 99%]), and 62 of 70 (89%; 95% CI: 79%, 95%) of the hematomas on the validation set (sensitivity of 71% [10 of 14; 95% CI: 48%, 95%] and specificity of 93% [52 of 56; 95% CI: 86%, 100%]). Sensitivity, specificity, and accuracy of conventional spot sign were, respectively, 57% (eight of 14), 90% (29 of 32), and 80% (37 of 46) on the training set and 57% (eight of 14), 83% (47 of 56), and 75% (53 of 70) on the validation set. Conclusion This study identified two quantitative markers of intracranial hemorrhage expansion at dual-energy CT of the brain. The I2 score derived from these markers highlights the utility of dual-energy CT measurements of iodine content for high sensitivity risk assessment. © RSNA, 2018 Online supplemental material is available for this article.
Assuntos
Hemorragia Cerebral/diagnóstico por imagem , Hemorragia Cerebral/patologia , Tomografia Computadorizada por Raios X/métodos , Idoso , Idoso de 80 Anos ou mais , Encéfalo/diagnóstico por imagem , Encéfalo/patologia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos RetrospectivosRESUMO
In both the United States and Europe, efforts to reduce soaring health care costs have led to intense scrutiny of both standard and innovative uses of imaging. Given that the United States spends a larger share of its gross domestic product on health care than any other nation and also has the most varied health care financing and delivery systems in the world, it has become an especially fertile environment for developing and testing approaches to controlling health care costs and value. This report focuses on recent reforms that have had a dampening effect on imaging use in the United States and provides a glimpse of obstacles that imaging practices may soon face or are already facing in other countries. On the basis of material presented at the 2015 meeting of the International Society for Strategic Studies in Radiology, this report outlines the effects of reforms aimed at (a) controlling imaging use, (b) controlling payer expense through changes in benefit design, and (c) controlling both costs and quality through "value-based" payment schemes. Reasons are considered for radiology practices on both sides of the Atlantic about why the emphasis needs to shift from providing a large volume of imaging services to increasing the value of imaging as manifested in clinical outcomes, patient satisfaction, and overall system savings. Options for facilitating the shift from volume to value are discussed, from the use of advanced management strategies that improve workflow to the creation of programs for patient engagement, the development of new clinical decision-making support tools, and the validation of clinically relevant imaging biomarkers. Radiologists in collaboration with industry must enhance their efforts to expand the performance of comparative effectiveness research to establish the value of these initiatives, while being mindful of the importance of minimizing conflicts of interest. © RSNA, 2017.
Assuntos
Radiografia/economia , Radiografia/estatística & dados numéricos , Radiologia , Controle de Custos , Atenção à Saúde , Europa (Continente) , Mecanismo de Reembolso , Estados UnidosRESUMO
Purpose To quantify the effect of a comprehensive, long-term, provider-led utilization management (UM) program on high-cost imaging (computed tomography, magnetic resonance imaging, nuclear imaging, and positron emission tomography) performed on an outpatient basis. Materials and Methods This retrospective, 7-year cohort study included all patients regularly seen by primary care physicians (PCPs) at an urban academic medical center. The main outcome was the number of outpatient high-cost imaging examinations per patient per year ordered by the patient's PCP or by any specialist. The authors determined the probability of a patient undergoing any high-cost imaging procedure during a study year and the number of examinations per patient per year (intensity) in patients who underwent high-cost imaging. Risk-adjusted hierarchical models were used to directly quantify the physician component of variation in probability and intensity of high-cost imaging use, and clinicians were provided with regular comparative feedback on the basis of the results. Observed trends in high-cost imaging use and provider variation were compared with the same measures for outpatient laboratory studies because laboratory use was not subject to UM during this period. Finally, per-member per-year high-cost imaging use data were compared with statewide high-cost imaging use data from a major private payer on the basis of the same claim set. Results The patient cohort steadily increased in size from 88 959 in 2007 to 109 823 in 2013. Overall high-cost imaging utilization went from 0.43 examinations per year in 2007 to 0.34 examinations per year in 2013, a decrease of 21.33% (P < .0001). At the same time, similarly adjusted routine laboratory study utilization decreased by less than half that rate (9.4%, P < .0001). On the basis of unadjusted data, outpatient high-cost imaging utilization in this cohort decreased 28%, compared with a 20% decrease in statewide utilization (P = .0023). Conclusion Analysis of high-cost imaging utilization in a stable cohort of patients cared for by PCPs during a 7-year period showed that comprehensive UM can produce a significant and sustained reduction in risk-adjusted per-patient year outpatient high-cost imaging volume. © RSNA, 2017.
Assuntos
Diagnóstico por Imagem , Pacientes Ambulatoriais/estatística & dados numéricos , Atenção Primária à Saúde , Diagnóstico por Imagem/economia , Diagnóstico por Imagem/estatística & dados numéricos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Médicos de Atenção Primária/estatística & dados numéricos , Atenção Primária à Saúde/economia , Atenção Primária à Saúde/estatística & dados numéricos , Estudos RetrospectivosRESUMO
During the past decade, with its breakthroughs in systems biology, precision medicine (PM) has emerged as a novel health-care paradigm. Challenging reductionism and broad-based approaches in medicine, PM is an approach for disease treatment and prevention that takes into account individual variability in genes, environment, and lifestyle. It involves integrating information from multiple sources in a holistic manner to achieve a definitive diagnosis, focused treatment, and adequate response assessment. Biomedical imaging and imaging-guided interventions, which provide multiparametric morphologic and functional information and enable focused, minimally invasive treatments, are key elements in the infrastructure needed for PM. The emerging discipline of radiogenomics, which links genotypic information to phenotypic disease manifestations at imaging, should also greatly contribute to patient-tailored care. Because of the growing volume and complexity of imaging data, decision-support algorithms will be required to help physicians apply the most essential patient data for optimal management. These innovations will challenge traditional concepts of health care and business models. Reimbursement policies and quality assurance measures will have to be reconsidered and adapted. In their 10th biannual symposium, which was held in August 2013, the members of the International Society for Strategic Studies in Radiology discussed the opportunities and challenges arising for the imaging community with the transition to PM. This article summarizes the discussions and central messages of the symposium.
Assuntos
Diagnóstico por Imagem , Medicina de Precisão , HumanosRESUMO
The aim of this study is to determine the magnitude of change in spleen volume on CT in subjects sustaining blunt abdominal trauma without hemorrhage relative to patients without disease and how the spleen volumes are distributed. Sixty-seven subjects with blunt abdominal trauma and 101 control subjects were included in this retrospective single-center, IRB-approved, and HIPAA-compliant study. Patients with an injured spleen were excluded. Using a semiautomatic segmentation program, two readers computed spleen volumes from CT. Spleen volume distribution in male and female trauma and control cohorts were compared nonparametrically. Spleen volume plotted against height, weight, and age were analyzed by linear regression. The number of females and males are, respectively, 35 and 32 in trauma subjects and 69 and 32 among controls. Female trauma patients (49.6 years) were older than males (39.8 years) (p = 0.02). Distributions of spleen volume were not normal, skewed above their means, requiring a nonparametric comparison. Spleen volumes in trauma patients were smaller than those in controls with medians of 230 vs 294 mL in males(p < 0.006) and 163 vs 191 mL in females(p < 0.04). Spleen volume correlated positively with weight in females and with height in male controls, and negatively with age in male controls (p < 0.01). Variation in reproducibility and repeatability was acceptable at 1.5 and 4.9 %, respectively. Reader variation was 1.7 and 4.6 % for readers 1 and 2, respectively. The mean spleen volume in controls was 245 mL, the largest ever reported. Spleen volume decreases in response to blunt abdominal trauma. Spleen volumes are not normally distributed. Our population has the largest spleen volume reported in the literature, perhaps a consequence of the obesity epidemic.
Assuntos
Traumatismos Abdominais/diagnóstico por imagem , Baço/anatomia & histologia , Baço/diagnóstico por imagem , Ferimentos não Penetrantes/diagnóstico por imagem , Adulto , Estudos de Casos e Controles , Meios de Contraste , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Tamanho do Órgão , Estudos Retrospectivos , Tomografia Computadorizada por Raios XRESUMO
INTRODUCTION: Radiology was founded on a technological discovery by Wilhelm Roentgen in 1895. Teleradiology also had its roots in technology dating back to 1947 with the successful transmission of radiographic images through telephone lines. Diagnostic radiology has become the eye of medicine in terms of diagnosing and treating injury and disease. This article documents the empirical foundations of teleradiology. METHODS: A selective review of the credible literature during the past decade (2005-2015) was conducted, using robust research design and adequate sample size as criteria for inclusion. FINDINGS: The evidence regarding feasibility of teleradiology and related information technology applications has been well documented for several decades. The majority of studies focused on intermediate outcomes, as indicated by comparability between teleradiology and conventional radiology. A consistent trend of concordance between the two modalities was observed in terms of diagnostic accuracy and reliability. Additional benefits include reductions in patient transfer, rehospitalization, and length of stay.
Assuntos
Telerradiologia/organização & administração , Humanos , Processamento de Imagem Assistida por Computador/métodos , Aplicativos Móveis , Avaliação de Processos em Cuidados de Saúde , Radiologia/organização & administração , Sistemas de Informação em Radiologia/organização & administração , Reprodutibilidade dos Testes , Smartphone , Telerradiologia/economiaRESUMO
Simultaneous data collection for positron emission tomography and magnetic resonance imaging (PET/MR) is now a reality. While the full benefits of concurrently acquiring PET and MR data and the potential added clinical value are still being evaluated, initial studies have identified several important potential pitfalls in the interpretation of fluorodeoxyglucose (FDG) PET/MRI in oncologic whole-body imaging, the majority of which being related to the errors in the attenuation maps created from the MR data. The purpose of this article was to present such pitfalls and artifacts using case examples, describe their etiology, and discuss strategies to overcome them. Using a case-based approach, we will illustrate artifacts related to (1) Inaccurate bone tissue segmentation; (2) Inaccurate air cavities segmentation; (3) Motion-induced misregistration; (4) RF coils in the PET field of view; (5) B0 field inhomogeneity; (6) B1 field inhomogeneity; (7) Metallic implants; (8) MR contrast agents.
Assuntos
Erros de Diagnóstico , Fluordesoxiglucose F18 , Processamento de Imagem Assistida por Computador , Imageamento por Ressonância Magnética , Tomografia por Emissão de Pósitrons , Imagem Corporal Total , Humanos , Imagem Multimodal , Compostos Radiofarmacêuticos , Reprodutibilidade dos TestesRESUMO
To summarize the frequency of findings on IV contrast, enhanced computer tomography (CT) in 335 patients with pathologically proven ischemic colitis (IC) determine the most frequent locations and patterns of involvement and establish the correlation of these findings with the severity of IC. 231 patients were excluded for not having a concomitant CT or for having underlying comorbidities. 104 cases were analyzed. Scans were evaluated for abnormal wall enhancement (AE), bowel wall thickening (BWT), bowel dilatation (DIL), mesenteric fat stranding (FS), venous engorgement (VE), pericolonic free fluid (FF), and pneumatosis (PN) and portomesenteric venous gas. Segmental versus pancolonic involvement was noted. Severity was determined by histopathology criteria. Data obtained are as follows: female to male incidence, 69 % (70) vs. 31 % (34); average age, 64.5; and positive CT, 102/104 (98.1 %). The most frequent findings include FS (88 %), BWT (88 %), and AE (82 %) regardless of severity of involvement. Statistically significant increased risk ratio and likelihood of severe ischemia for PN, DIL, and FF individually. BWT, DIL, FS, FF, VE, and PN together have a probability for severe IC of 91.8 %. A correlation between fewer findings and milder IC was found (R (2) = 0.6771). The most frequently involved segments: descending (64 %) and sigmoid colon (54 %). Splenic flexure (SF) was infrequently involved (n = 8, 7.84 %). Females had two times higher incidence of IC. The most frequent CT findings in IC are FS, BWT, and AE regardless of the severity. PN is suggestive of severe IC. Segmental involvement is the predominant pattern. The distal colon is more frequently involved. SF contrary to the conventional literature is not disproportionately involved in IC.
Assuntos
Colite Isquêmica/diagnóstico por imagem , Tomografia Computadorizada por Raios X/métodos , Idoso , Idoso de 80 Anos ou mais , Biópsia , Meios de Contraste , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Índice de Gravidade de DoençaRESUMO
OBJECTIVE: We implemented an outpatient falls guideline in 2008 in the department of radiology. Here, we describe our multiyear experience. MATERIALS AND METHODS: This was a retrospective study conducted between April 2006 and September 2013 to investigate outpatient falls. The span of the study was divided into eight periods. The incident reporting system was searched for the falls and the fall-related variables. RESULTS: A total of 327 falls occurred during 5,080,512 radiology examinations (rate, 0.64/10,000 total examinations). The highest rate was in period 6 (0.83/10,000 examinations). The average for periods 1 and 2 is 0.39/10,000 examinations (37 falls/945,427 examinations), and the average for periods 3-6 is 0.77/10,000 examinations (204 falls/2,656,805 examinations). The average rate for periods 7 and 8 is 0.58/10,000 examinations (86 falls/1,478,280 examinations). There was a statistically significant increase in the total number of falls reported between period 2 and period 3 (p = 0.02). There was a statistically significant decrease in outpatient falls between period 6 and period 7 (p = 0.01). The number of falls among patients 60 years old or older was 177 falls/2,180,093 examinations (rate, 0.81/10,000 examinations), and that among patients younger than 60 years was 150 falls/2,900,419 examinations (rate, 0.52/10,000 examinations), with a statistically significant difference (p = 0.007). Although the rate of falls was higher among female patients, there was no statistically significant difference between the sexes (p = 0.18). CONCLUSION: The outcome of the outpatient falls guideline was characterized by an increase, a plateau, and a decrease in incident reports. The initial increase may be due to the Hawthorne effect. The plateau may represent the value closest to the true incidence. The decrease may represent the effect of the program.
Assuntos
Acidentes por Quedas/prevenção & controle , Acidentes por Quedas/estatística & dados numéricos , Promoção da Saúde/estatística & dados numéricos , Ambulatório Hospitalar/estatística & dados numéricos , Serviço Hospitalar de Radiologia/estatística & dados numéricos , Ferimentos e Lesões/epidemiologia , Ferimentos e Lesões/prevenção & controle , Adolescente , Adulto , Distribuição por Idade , Idoso , Idoso de 80 Anos ou mais , Assistência Ambulatorial/estatística & dados numéricos , Boston/epidemiologia , Criança , Pré-Escolar , Feminino , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , Avaliação de Programas e Projetos de Saúde , Fatores de Risco , Gestão de Riscos/estatística & dados numéricos , Distribuição por Sexo , Adulto JovemRESUMO
The environmental, social, governance (ESG) movement has come to health care organizations, in part through the Biden administration's challenge to them to reduce greenhouse gas emissions by 50% by 2030 and achieve net zero emissions by 2050, in support of more robust environmental sustainability. Radiology practices should become knowledgeable about ESG concepts and look for opportunities that are meaningful and achievable to support their host organizations' ESG efforts. Examples of initiatives to support improved environmental sustainability include selecting the least energy intensive imaging method for a given diagnosis, shutting down equipment in standby mode, sourcing energy from renewable sources, and reducing waste through recycling. Optimizing imaging protocols can reduce radiation exposure to patients, energy used per examination, and the use of other resources such as iodinated contrast media, an environmental pollutant. Achieving socially equitable access to services for ethnic and racial minorities remains a challenge in the US health care system. Extending hours of operation for screening services to include nights and weekends can provide options for patients who otherwise must take time away from work with loss of income. With respect to governance, more transparency in leadership selection and greater opportunities for participation by women and racial/ethnic minorities in the leadership of professional organizations should be supported in radiology. To succeed in ESG initiatives, radiology practice leaders should consider appointing a lead person and a multifunctional team that includes broad representation from the radiology workplace. The team should work to identify opportunities that are realistic and achievable within their institutional contexts.
Assuntos
Atenção à Saúde , Radiologia , Humanos , Feminino , Local de Trabalho , LiderançaRESUMO
PURPOSE: To measure the proportion of high-cost imaging generated by a radiologist's recommendation and to identify the imaging findings resulting in follow-up. MATERIALS AND METHODS: This retrospective HIPAA-compliant study had institutional review board approval, with waiver of informed consent. A recommended examination was defined as one performed within a single episode of care (defined as fewer than 60 days after the initial imaging) following a radiologist's recommendation in a prior examination report. Chest and abdominal computed tomography (CT), brain and lumbar spine magnetic resonance (MR) imaging, and body positron emission tomography were included for analysis. From a database of all radiology examinations (approximately 200,000) at one institution over a 6-month period, a computerized search identified all high-cost examinations that were preceded by an examination containing a radiologist recommendation. Medical records were reviewed to verify accuracy of the recommending-recommended examination pairs and to determine the reason for the radiologist's recommendation. For proportions, 95% confidence intervals were calculated. RESULTS: Overall, 1558 of 29,232 (5.3%) high-cost examinations followed a radiologist's recommendation. Chest CT was the high-cost examination most often resulting from a radiologist's recommendation (878 of 9331, 9.4%), followed by abdominal CT (390 of 10,258, 3.8%) and brain MR imaging (222 of 6436, 3.4%). The examination types with the highest numbers of follow-up examinations were chest radiography (n=431), chest CT (n=410), abdominal CT (n=214), and abdominal ultrasonography (n=120). The most common findings resulting in follow-up were pulmonary nodules or masses (559 of 1558, 35.9%), other pulmonary abnormalities (150 of 1558, 9.6%), adenopathy (103 of 1558, 6.6%), renal lesions (101 of 1558, 6.5%), and negative examination findings (101 of 1558, 6.5%). CONCLUSION: Radiologists' recommendations account for only a small proportion of outpatient high-cost imaging examinations. Pulmonary nodule follow-up is the most common cause for radiologist-generated examinations.
Assuntos
Diagnóstico por Imagem/economia , Custos de Cuidados de Saúde/estatística & dados numéricos , Padrões de Prática Médica/economia , Serviço Hospitalar de Radiologia/economia , Encaminhamento e Consulta/economia , Boston , Diagnóstico por Imagem/estatística & dados numéricos , Seguimentos , Humanos , Padrões de Prática Médica/estatística & dados numéricos , Encaminhamento e Consulta/estatística & dados numéricosRESUMO
PURPOSE: To assess image quality and radiation dose reduction with hybrid iterative reconstruction of pediatric chest and abdominal computed tomographic (CT) data compared with conventional filtered back projection (FBP). MATERIALS AND METHODS: A total of 234 patients (median age, 12 years; age range, 6 weeks to 18 years) underwent chest and abdominal CT in this institutional review board-approved HIPAA-compliant retrospective study. CT was performed with a hybrid adaptive statistical iterative reconstruction (ASIR)-enabled 64-detector row CT scanner. Scanning protocols were adjusted for clinical indication and patient weight to enable acquisition of reduced-dose CT images in all patients, and tube current was further lowered for ASIR protocols. Weight, age, and sex were recorded, and objective noise was measured in the descending thoracic aorta for chest CT and in the liver for abdominal CT. Of the 234 consecutive patients who underwent ASIR-enabled CT (115 chest and 119 abdominal examinations), 70 patients had undergone prior FBP CT. ASIR and FBP CT studies (29 chest and 41 abdominal studies) in these 70 patients were reviewed for image quality, artifacts, and diagnostic confidence by two pediatric radiologists working independently. Data were analyzed with multiple paired t tests. RESULTS: Compared with FBP, ASIR enabled dose reduction of 46.4% (3.7 vs 6.9 mGy) for chest CT and 38.2% (5.0 vs 8.1 mGy) for abdominal CT (P < .0001). Both radiologists deemed image quality of and diagnostic confidence with ASIR and FBP CT images as acceptable, without any artifacts. Despite the lower radiation dose used, ASIR images (chest, 10.7 ± 2.5 [mean ± standard deviation]; abdomen, 11.8 ± 3.4) had substantially less objective noise than did FBP images (chest, 13.3 ± 3.8; abdomen, 13.8 ± 5.2) (P = .001, P =.006, respectively). CONCLUSION: Use of a hybrid iterative reconstruction technique, such as ASIR, enables substantial radiation dose reduction for pediatric CT when compared with FBP and maintains image quality and diagnostic confidence.
Assuntos
Doses de Radiação , Interpretação de Imagem Radiográfica Assistida por Computador/métodos , Radiografia Abdominal/métodos , Radiografia Torácica/métodos , Tomografia Computadorizada por Raios X/métodos , Adolescente , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Masculino , Estudos RetrospectivosRESUMO
In August 2009, the International Society for Strategic Studies in Radiology held its eighth biennial meeting. The program focused on the globalization of predictive medicine--or P4 medicine--as it relates to the practice of radiology and radiology research. P4 medicine refers to predictive, personalized, preemptive, and participatory medicine and was the inspiration of Elias Zerhouni, MD, former director of the National Institutes of Health. This article is a summary of some of the key concepts presented at the meeting by an international group of radiologists, imaging scientists, and leaders of industry. In predictive medicine, imaging and imaging-related technologies will likely play an increasing role in the early detection of disease and, thus, the preemption of the development of advanced, hard-to-treat disease. Research into systems biology and molecular imaging promises to personalize medicine, facilitating the provision of the right care to the right patient at the right time. In participatory medicine, increasing interactions with referring physicians and patients will be helpful in raising awareness and recognition of the role of radiologists and will have a positive effect on professionalism. There is also a need to increase awareness of the vital role of radiologists as imaging and radiation safety experts who evaluate the necessity and appropriateness of examinations, monitor performance quality, and are available for postexamination consultations.
Assuntos
Diagnóstico por Imagem/tendências , Internacionalidade , Medicina de Precisão/tendências , Pesquisa Biomédica/tendências , Previsões , Humanos , Papel do Médico , Relações Médico-Paciente , Prática Profissional/tendênciasRESUMO
This special report aims to inform the medical community about the many challenges involved in managing radiation exposure in a way that maximizes the benefit-risk ratio. The report discusses the state of current knowledge and key questions in regard to sources of medical imaging radiation exposure, radiation risk estimation, dose reduction strategies, and regulatory options.
Assuntos
Diagnóstico por Imagem/efeitos adversos , Lesões por Radiação/prevenção & controle , Fluoroscopia/efeitos adversos , Humanos , Neoplasias Induzidas por Radiação/prevenção & controle , Doses de Radiação , Proteção Radiológica , Radiografia Intervencionista/efeitos adversos , Medição de Risco , Fatores de Risco , Fatores SexuaisRESUMO
OBJECTIVE: The objective of our study was to describe the characteristics of falls in a radiology department. MATERIALS AND METHODS: The departmental incident report database was retrospectively searched for fall incidents that occurred from March 2006 through October 2008. During that period, 1,801,275 radiologic examinations were performed in our department and there were 82 falls, yielding an incidence of 0.46 per 10,000 examinations. We collected patient information, associated factors, specific circumstances surrounding each incident, the location of each incident, and patient outcome. RESULTS: Eighty-two falls occurred involving 82 patients (35 males, 47 females; mean age, 58.2 years; range, 3-92 years): 66 falls (80%) involved outpatients; 11, inpatients; and five, visitors accompanying a patient. Radiography and CT-MRI units were the top two most common locations of falls (45/82, 55%). Thirty-six events (36/82, 44%) were directly related to a radiologic examination. Most falls were witnessed (61/82, 74%) and unassisted (50/82, 61%), and a majority occurred while the patient was standing or ambulating (59/82, 72%). Most patients (70/82, 85%) had at least one predisposing factor for falling. Sixteen patients (16/82, 20%) had fallen within the previous 3 months. Twenty-four falls (24/82, 29%) resulted in a documented injury (17 minor, seven moderate or severe) with one patient dying. Patients were more likely to be injured if they fell while ambulating (p = 0.0257, univariate analysis) or if they were taking antihypertensive medication (p = 0.02, multivariate analysis). CONCLUSION: Falls were uncommon in the radiology department studied; however, they can result in significant morbidity and mortality.
Assuntos
Centros Médicos Acadêmicos/estatística & dados numéricos , Acidentes por Quedas/prevenção & controle , Acidentes por Quedas/estatística & dados numéricos , Pacientes/estatística & dados numéricos , Serviço Hospitalar de Radiologia/estatística & dados numéricos , Centros Médicos Acadêmicos/normas , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Boston/epidemiologia , Criança , Pré-Escolar , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Prevalência , Melhoria de Qualidade , Serviço Hospitalar de Radiologia/normas , Medição de Risco , Fatores de Risco , Adulto JovemRESUMO
OBJECTIVE: The objective of our study was to prospectively determine how CT affects physicians' diagnostic certainty and management decisions in the setting of patients with nontraumatic abdominal complaints presenting to the emergency department. SUBJECTS AND METHODS: We included 584 patients presenting with nontraumatic abdominal complaints to the emergency department from November 2006 through February 2008. Emergency department clinicians were prospectively surveyed both before abdominal CT (pre-CT) and after abdominal CT (post-CT) to determine the leading diagnosis, the diagnostic certainty, and the management decisions. Changes were assessed by Fisher's exact test and the log likelihood ratio. RESULTS: The most common diagnoses were renal colic (119/584, 20.4%) and intestinal obstruction (80/584, 13.7%). CT altered the leading diagnosis in 49% of the patients (284/584, p < 0.00001) and increased mean physician diagnostic certainty from 70.5% (pre-CT) to 92.2% (post-CT) (p < 0.001; log likelihood ratio, 2.48). The management plan was changed by CT in 42% (244/583) (p < 0.0001). Physicians planned to admit 75.3% of the patients (440/584) to the hospital before CT; that plan was changed to hospital discharge with follow-up in 24.1% of patients (106/440) after CT. Surgery was planned for 79 patients before CT, whereas hospital discharge was planned for 25.3% of these patients (20/79) after CT. CONCLUSION: In the management of patients presenting to the emergency department with nontraumatic abdominal complaints, CT changes the leading diagnosis, increases diagnostic certainty, and changes potential patient management decisions.
Assuntos
Aneurisma da Aorta Abdominal/diagnóstico por imagem , Serviços Médicos de Emergência/organização & administração , Gastroenteropatias/diagnóstico por imagem , Doença Inflamatória Pélvica/diagnóstico por imagem , Radiografia Abdominal/estatística & dados numéricos , Gestão de Riscos/métodos , Tomografia Computadorizada por Raios X/estatística & dados numéricos , Centros Médicos Acadêmicos , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Administração de Caso/organização & administração , Serviços Médicos de Emergência/métodos , Feminino , Humanos , Obstrução Intestinal/diagnóstico por imagem , Funções Verossimilhança , Masculino , Pessoa de Meia-Idade , Modelos Organizacionais , Modelos Estatísticos , Projetos Piloto , Vigilância da População , Estudos Prospectivos , Cólica Renal/diagnóstico por imagem , Sensibilidade e Especificidade , Inquéritos e Questionários , Incerteza , Estados Unidos , Adulto JovemRESUMO
To date, widely generalizable artificial intelligence (AI) programs for medical image analysis have not been demonstrated, including for mammography. Rather than pursuing a strategy of collecting ever-larger databases in the attempt to build generalizable programs, we suggest three possible avenues for exploring a precision medicine or precision imaging approach. First, it is now technologically feasible to collect hundreds of thousands of multi-institutional cases along with other patient data, allowing stratification of patients into subpopulations that have similar characteristics in the manner discussed by the National Research Council in its white paper on precision medicine. A family of AI programs could be developed across different examination types that are matched to specific patient subpopulations. Such stratification can help address bias, including racial or ethnic bias, by allowing unbiased data aggregation for creation of subpopulations. Second, for common examinations, larger institutions may be able to collect enough of their own data to train AI programs that reflect disease prevalence and variety in their respective unique patient subpopulations. Third, high- and low-probability subpopulations can be identified by application of AI programs, thereby allowing their triage off the radiology work list. This would reduce radiologists' workloads, providing more time for interpretation of the remaining examinations. For high-volume procedures, investigators should come together to define reference standards, collect data, and compare the merits of pursuing generalizability versus a precision medicine subpopulation-based strategy.
Assuntos
Inteligência Artificial , Radiologia , Detecção Precoce de Câncer , Humanos , Mamografia , RadiologistasRESUMO
OBJECTIVE: To implement a mentoring program for early career faculty in an academic radiology department and to assess its impact on career development. METHODS: A formal departmental mentoring program for early career faculty (instructors) who were paired with senior radiologists outside of their division was implemented. The program provided structured one-on-one mentoring, creation of a mentoring network, and opportunities for peer mentoring. A survey was conducted before and 1 year after initiation of the program. Historical data on promotion over 5 years before the implementation of the program was used to determine the impact on the rate of promotion. The study was exempt from institutional review board approval. RESULTS: Before and 1 year after implementation of the mentoring program, 57% versus 86% of instructors were satisfied with their mentor (P = .04); 43% versus 90% felt that by encouraging mentorship, the department valued their professional development (P = .001); 38% versus 86% felt that the department created an environment that promoted feedback and sharing of information (P = .002); and 43% versus 76% felt that faculty strove to support each other (P = .03). Since implementation of the program, 43% of instructors received grant funding, 50% received other awards, and 10 instructors were promoted to assistant professor, compared with an average of 4.2/y over the past 5 years. Of those, three were underrepresented minorities in medicine versus none in the previous 5 years. CONCLUSIONS: A mentoring program helped to advance the careers of early career and minority radiology faculty and helped create an atmosphere of more openness and support in the department.