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2.
Radiology ; 310(1): e240014, 2024 Jan.
Article in English | MEDLINE | ID: mdl-38259211
3.
Cogn Res Princ Implic ; 8(1): 10, 2023 02 01.
Article in English | MEDLINE | ID: mdl-36723822

ABSTRACT

With a brief half-second presentation, a medical expert can determine at above chance levels whether a medical scan she sees is abnormal based on a first impression arising from an initial global image process, termed "gist." The nature of gist processing is debated but this debate stems from results in medical experts who have years of perceptual experience. The aim of the present study was to determine if gist processing for medical images occurs in naïve (non-medically trained) participants who received a brief perceptual training and to tease apart the nature of that gist signal. We trained 20 naïve participants on a brief perceptual-adaptive training of histology images. After training, naïve observers were able to obtain abnormality detection and abnormality categorization above chance, from a brief 500 ms masked presentation of a histology image, hence showing "gist." The global signal demonstrated in perceptually trained naïve participants demonstrated multiple dissociable components, with some of these components relating to how rapidly naïve participants learned a normal template during perceptual learning. We suggest that multiple gist signals are present when experts view medical images derived from the tens of thousands of images that they are exposed to throughout their training and careers. We also suggest that a directed learning of a normal template may produce better abnormality detection and identification in radiologists and pathologists.


Subject(s)
Learning , Radiologists , Female , Humans
4.
Clin Imaging ; 79: 204-206, 2021 Nov.
Article in English | MEDLINE | ID: mdl-34116296

ABSTRACT

Millennial learners have unique educational preferences and expectations, many of which vary significantly from those of their predecessors. To aid in the preparation and training of the next generation of radiologists, we have been exploring a teaching technique using an art observation training workshop to foster engagement of millennial radiology residents to pay closer attention to image detail, clearly state the observations and synthesize the "story" of the patient's condition. Fine tuning these visual skills is crucial as research shows that over 70% of errors in interpreting diagnostic imaging studies are related to visual perception errors.


Subject(s)
Internship and Residency , Radiology , Curriculum , Humans , Museums , Radiography , Radiologists , Radiology/education
5.
Cancer Treat Rev ; 98: 102220, 2021 Jul.
Article in English | MEDLINE | ID: mdl-34029956

ABSTRACT

As the world embarks on mass vaccination for COVID-19, we are beginning to encounter unintended dilemmas in imaging oncology patients; particularly with regards to FDG PET/CT. In some cases, vaccine-related lymphadenopathy and FDG uptake on PET/CT can mimic cancer and lead to confounding imaging results. These cases where findings overlap with cancer pose a significant dilemma for diagnostic purposes, follow-up, and management leading to possible treatment delays, unnecessary repeat imaging and sampling, and patient anxiety. These cases can largely be avoided by optimal coordination between vaccination and planned imaging as well as preemptive selection of vaccine administration site. This coordination hinges on patient, oncologist, and radiologists' awareness of this issue and collaboration. Through close communication and patient education, we believe this will eliminate significant challenges for our oncology patients as we strive to end this pandemic.


Subject(s)
COVID-19 Vaccines/adverse effects , COVID-19/prevention & control , Lymphadenopathy/diagnosis , Neoplasms/diagnosis , Positron Emission Tomography Computed Tomography/standards , Vaccination/adverse effects , COVID-19/virology , Diagnosis, Differential , Disease Progression , Fluorodeoxyglucose F18/metabolism , Humans , Lymphadenopathy/chemically induced , Lymphadenopathy/diagnostic imaging , Neoplasms/chemically induced , Neoplasms/diagnostic imaging , Radiopharmaceuticals/metabolism , SARS-CoV-2/isolation & purification
6.
AJR Am J Roentgenol ; 217(4): 975-983, 2021 10.
Article in English | MEDLINE | ID: mdl-33646823

ABSTRACT

As mass COVID-19 vaccination is underway, radiologists are encountering transient FDG uptake in normal or enlarged axillary, supraclavicular, and cervical lymph nodes after ipsilateral deltoid vaccination. This phenomenon may confound interpretation in patients with cancer undergoing FDG PET/CT. In this article, we present our institutional approach for management of COVID-19 vaccine-related lymphadenopathy on FDG PET/CT according to early experience. We suggest performing PET/CT at least 2 weeks after vaccination in patients with a cancer for which interpretation is anticipated to be potentially impacted by the vaccination but optimally 4-6 weeks after vaccination given increased immunogenicity of mRNA vaccines and potentially longer time for resolution than lymphadenopathy after other vaccines. PET/CT should not be delayed when clinically indicated to be performed sooner. Details regarding vaccination should be collected at the time of PET/CT to facilitate interpretation. Follow-up recommendations for postvaccination lymphadenopathy are provided, considering the lymph node's morphology and likely clinical relevance. Consideration should be given to administering the vaccine in the arm contralateral to a unilateral cancer to avoid confounding FDG uptake on the side of cancer. Our preliminary experience and suggested institutional approach should guide radiologists in management of patients with cancer undergoing PET/CT after COVID-19 vaccination.


Subject(s)
COVID-19 Vaccines/adverse effects , COVID-19/prevention & control , Fluorodeoxyglucose F18/pharmacokinetics , Lymphadenopathy/diagnostic imaging , Lymphadenopathy/etiology , Positron Emission Tomography Computed Tomography/methods , Radiopharmaceuticals/pharmacokinetics , COVID-19 Vaccines/therapeutic use , Humans , SARS-CoV-2
7.
Acad Radiol ; 28(3): 393-401, 2021 03.
Article in English | MEDLINE | ID: mdl-33455861

ABSTRACT

The Covid-19 pandemic surges of 2020 resulted in major operational, personal, and financial impacts on US radiology practices. In response, a series of strategic and intentional operational changes were implemented, varying by practice size, structure and model. In reviewing the many business lessons that we learned during the pandemic, it became clear that for a business to be successful, a host of additional supportive factors are necessary. In addition to timely expense reductions, optimizing revenue capture and close monitoring and management of cash and reserves available for use, we also consider effective leadership and communication strategies, maintenance of a healthy and adequately staffed team, support for a remote work environment and flexible staffing models. Other ingredients include effectively embracing digital media for communications, careful attention to current and new stakeholders and the service delivered to them, understanding federal and state regulatory changes issued in response to the pandemic, close collaboration with the Human Resources office, and an early focus on redesigning your future practice structure and function, including disaster and downtime planning. This review aims to share lessons to enable leaders of an imaging enterprise to be better prepared for similar and future surges.


Subject(s)
COVID-19 , Radiology , Humans , Internet , Pandemics/prevention & control , SARS-CoV-2
8.
Curr Probl Diagn Radiol ; 50(2): 141-146, 2021.
Article in English | MEDLINE | ID: mdl-31837834

ABSTRACT

OBJECTIVE: Global Radiology aims to enhance access to medical imaging services and education, worldwide. To date, few reports have evaluated Global Radiology Training (GRT) in radiology residency programs. Here, we examined how radiology residency programs perceive and incorporate GRT into their curriculum, and how this information is promoted online. METHODS: Two methods were used to examine the current state of GRT. First, radiology residency program directors (identified via the Association of Program Directors in Radiology) were surveyed on topics including: Electives, institutional partnerships, resident and faculty involvement, inquiry by prospective residents, and barriers to implementation. Second, radiology residency program websites (n = 193) were examined for existing GRT on the programs' publicly available webpages. RESULTS: There were 62 survey responses (response rate of 19%). Thirty-eight percent (24/62) of residency programs offered a Global Radiology elective to their residents within the past academic year and 27% (17/62) of programs have active affiliations with medical institutions outside of the United States. Eighty-four percent of program directors (52/62) received questions from residency applicants regarding opportunities to participate in Global Radiology. Furthermore, only 13% (26/193) of all radiology residency programs listed at least one GRT elective on their webpage. DISCUSSION: GRT in radiology residency is more widely available than previously reported and has been underrepresented on residency program websites. In the present survey, the majority of radiology residency program directors reported that radiology is an important component of Global Health, one-third of whom have already incorporated the subject into their curriculum. However, most common barriers to GRT include, perceived lack of time in the curriculum and lack of faculty interest. The high prevalence of inquiry from residency program applicants about GRT suggests that it may be a notable factor for applicants during the ranking process. Programs build up GRT may choose to share related information seeking to may choose to emphasize work in Global Radiology on their program webpages.


Subject(s)
Internship and Residency , Radiology , Curriculum , Humans , Prevalence , Prospective Studies , Radiology/education , Surveys and Questionnaires , United States
9.
Emerg Radiol ; 27(6): 773-780, 2020 Dec.
Article in English | MEDLINE | ID: mdl-33111154

ABSTRACT

PURPOSE: This study examined the impact of the COVID-19 pandemic on emergency department CT use for acute nontraumatic abdominal pain, to better understand why imaging volume so drastically decreased during the COVID-19 pandemic. METHODS: This was a retrospective review of emergency imaging volumes from January 5 to May 30, 2020. Weekly volume data were collected for total imaging studies, abdominopelvic CT, and abdominopelvic CTs positive for common causes of acute nontraumatic abdominal pain. Two emergency radiology attendings scored all diverticulitis cases independently, and weekly volume data for uncomplicated and complicated diverticulitis cases was also collected. Volume data prior to and during the COVID-19 pandemic was compared, using 2019 volumes as a control. RESULTS: During the COVID-19 pandemic, overall emergency imaging volume decreased 30% compared to 2019 (p = 0.002). While the number of emergency abdominopelvic CTs positive for appendicitis and small bowel obstruction did not significantly change during the COVID-19 pandemic, the number of cases of diverticulitis decreased significantly compared to 2019 (p = 0.001). This reduction can be specifically attributed to decreased uncomplicated diverticulitis cases, as the number of uncomplicated diverticulitis cases dropped significantly (p = 0.002) while there was no significant difference in the number of complicated diverticulitis cases (p = 0.09). CONCLUSIONS: Reduced emergency abdominopelvic CT volume during the COVID-19 pandemic can partially be explained by decreased imaging of lower acuity patients. This data may help formulate future strategies for imaging resource utilization with an improved understanding of the relationship between perceived imaging risk and symptom acuity.


Subject(s)
Coronavirus Infections/epidemiology , Diverticulitis/diagnostic imaging , Emergency Service, Hospital , Pneumonia, Viral/epidemiology , Tomography, X-Ray Computed/statistics & numerical data , Betacoronavirus , COVID-19 , Female , Humans , Male , Massachusetts/epidemiology , Pandemics , Retrospective Studies , SARS-CoV-2 , Utilization Review
10.
J Am Coll Radiol ; 17(9): 1096-1100, 2020 09.
Article in English | MEDLINE | ID: mdl-32721410

ABSTRACT

The speed at which coronavirus disease 2019 (COVID-19) spread quickly fractured the radiology practice model in ways that were never considered. In March 2020, most practices saw an unprecedented drop in their volume of greater than 50%. The profound changes that have interrupted the arc of the radiology narrative may substantially dictate how health care and radiology services are delivered in the future. We examine the impact of COVID-19 on the future of radiology practice across the following domains: employment, compensation, and practice structure; location and hours of work; workplace environment and safety; activities beyond the "usual scope" of radiology practice; and CME, national meetings, and professional organizations. Our purpose is to share ideas that can help inform adaptive planning.


Subject(s)
Coronavirus Infections/prevention & control , Pandemics/prevention & control , Pneumonia, Viral/prevention & control , Practice Patterns, Physicians'/trends , Radiologists/statistics & numerical data , Radiology/organization & administration , COVID-19 , Coronavirus Infections/epidemiology , Female , Humans , Incidence , Male , Pandemics/statistics & numerical data , Pneumonia, Viral/epidemiology , Practice Management/statistics & numerical data , Practice Management/trends , Practice Patterns, Physicians'/statistics & numerical data , Radiography/statistics & numerical data , Risk Assessment , United States , Workplace/organization & administration
11.
J Am Coll Radiol ; 17(6): 693-697, 2020 Jun.
Article in English | MEDLINE | ID: mdl-32201188

ABSTRACT

In the first article in a four-part work, the authors review the economic history of how radiologists are paid, from the fight for independent billing in the 1960s to the impact of advanced imaging technologies on radiologists' incomes in the 1980s to the "bubble years" of the 1990s and to the end of the bubble in the first decade of the 21 century. The authors begin in this first part with the connections among a radiologist from Arkansas, a congressman, and the passage of Medicare, the program that gave radiologists the right to bill independently and gave the federal government a big role in health care spending.


Subject(s)
Medicare , Radiologists , Aged , Arkansas , Federal Government , Humans , Salaries and Fringe Benefits , United States
12.
J Am Coll Radiol ; 17(9): 1080-1085, 2020 Sep.
Article in English | MEDLINE | ID: mdl-32220576

ABSTRACT

During the first decade of the 21st century, the imaging bubble began to burst. The combination of digitized images, the DICOM standard, and affordable PACS sharply increased radiologists' productivity but also allowed an imaging study to be read from anywhere, creating the field of teleradiology and increased competition for radiologists. Increasing numbers of insurers contracted with radiology benefits managers to help control radiology utilization, and the Deficit Reduction Act of 2005 mandated spending cuts across the government. Consolidation of multiple Current Procedural Terminology codes and the reassessment of calculations used to estimate the utilization of a CT or an MRI scanner exerted additional downward pressure on radiology reimbursements. All of these factors, combined with more radiologists completing residency and the delayed retirement of older radiologists after the 2008 financial crisis, brought the imaging bubble to an end.


Subject(s)
Internship and Residency , Radiologists , Radiology , Salaries and Fringe Benefits , Teleradiology , Current Procedural Terminology , Humans , Radiologists/economics
13.
J Am Coll Radiol ; 17(7): 833-838, 2020 Jul.
Article in English | MEDLINE | ID: mdl-32220579

ABSTRACT

The advent of the CT scanner in the early 1970s removed much, if not all, of the morbidity and discomfort previously associated with diagnostic imaging studies. Throughout the 1970s and 1980s, advances in CT technology allowed radiologists to scan "better and faster." The professional fee for reading a CT study was higher than for reading a radiograph, an uncontroversial policy. But estimating the technical fee for using CT (and later MR) raised problems that would persist for at least 30 years. Consistently generous technical fees created potential incentives to create and fill advanced imaging capacity and contributed to the emerging problem of health care inflation.


Subject(s)
Diagnostic Imaging , Radiologists , Humans , Income , Salaries and Fringe Benefits
14.
J Am Coll Radiol ; 17(8): 984-989, 2020 Aug.
Article in English | MEDLINE | ID: mdl-32202253

ABSTRACT

With the collapse of the Clinton health care reforms, advanced imaging entered an economic bubble. Between 1995 and 2006, the number of CT and MRI studies almost tripled, from 21 million to 62 million and from 9.1 to 26.6 million, respectively. The increase reflected increases in both the number of scanners and the number of scans generated per CT or MRI scanner. Without restrictions, the profits generated by CT and MR ownership inevitably spread from hospitals first to imaging centers and later to individual physicians' offices and led to potential for conflict of interest and self-referral. During this time, the increase in radiologists' efficiency was fueled by the conversion from "film" to digitized images and PACS. In conjunction with increased volume and efficiency, radiologists' compensation increased throughout the 1990s.


Subject(s)
Radiologists , Salaries and Fringe Benefits , Humans , Magnetic Resonance Imaging , Ownership , Referral and Consultation
15.
Curr Probl Diagn Radiol ; 49(6): 382-385, 2020.
Article in English | MEDLINE | ID: mdl-31350102

ABSTRACT

PURPOSE: To evaluate the long-term efficacy of simulation-based communication skills training for radiology residents. METHOD AND MATERIALS: The simulation-based communication skills training curriculum was developed in 2014. The curriculum included a teaching module based on the essential elements of communication. Two sets of 6 communication scenarios encountered by radiologist were created. First and fourth year radiology residents reviewed the teaching module and completed the 6 simulated scenarios. They then underwent debriefing sessions, received faculty and staff evaluations. Four years later, the former first year residents (now fourth years) reviewed the teaching module again and repeated the simulation. They again underwent debriefing sessions after the simulation. This time the residents' communication skills were evaluated by faculty and staff. RESULTS: A total of 5 residents participated in this simulation-based skills training. The resident performance 4 years after initial training show not only that residents maintained their improved scores, but also that their scores improved further as compared to after the initial training. The average overall score for all but 1 resident increased at the 4 year follow-up simulation. From 2014 to 2018, the average score of all the residents increased from 72.4% to 81.4%. Comparison of the average scores of each student across 6 stations from 2014 to 2018 showed a statistically significant difference between the scores after 4 years (P = 0.014). CONCLUSIONS: Simulation-based communication skills training is effective and long lasting.


Subject(s)
Communication , Education, Medical, Graduate/methods , Radiology/education , Simulation Training/methods , Adult , Clinical Competence , Curriculum , Educational Measurement , Female , Follow-Up Studies , Humans , Internship and Residency , Male
17.
J Med Syst ; 43(2): 30, 2019 Jan 05.
Article in English | MEDLINE | ID: mdl-30612206

ABSTRACT

The primary purpose of this study is to determine if the implementation of an actionable findings communication system (PeerVue) with explicitly defined criteria for the classification of critical results, leads to an increase in the number of actionable findings reported by radiologists. Secondary goals are to 1) analyze the adoption rate of PeerVue and 2) assess the accuracy of the classification of actionable findings within this system. Over a two-year period, 890,204 radiology reports were analyzed retrospectively in order to identify the number of actionable findings communicated before (Year 1) and after the implementation of PeerVue (Year 2) at a tertiary care academic medical center. A sub-sample of 145 actionable findings over a two-month period in Year 2 was further analyzed to assess the degree of concordance with our reporting policy. Before PeerVue, 4623/423,070 (1.09%) of radiology reports contained an actionable finding. After its implementation, this number increased to 6825/467,134 (1.46%) (p < 0.0001). PeerVue was used in 3886/6825 (56.9%) cases with actionable findings. The remaining 2939/6825 (43.1%) were reported using the legacy tagging system. From the sub-sample taken from PeerVue, 104/145 (71.7%) were consistent with the updated reporting policy. A software program (PeerVue) utilized for the communication of actionable findings contributed to a 34% (p < 0.0001) increase in the reporting rate of actionable findings. A sub-analysis within the new system indicated a 56.9% adoption rate and a 71.7% accuracy rate in reporting of actionable findings.


Subject(s)
Academic Medical Centers/organization & administration , Communication , Health Information Exchange , Quality Improvement/organization & administration , Radiology Information Systems/organization & administration , Electronic Health Records , Humans , Retrospective Studies
18.
J Am Coll Radiol ; 16(2): 236-239, 2019 Feb.
Article in English | MEDLINE | ID: mdl-30245216

ABSTRACT

The ACR Dose Index Registry (DIR) provides a new source of clinical radiation exposure data that has not been used previously to establish or update the relative radiation level (RRL) values in the ACR Appropriateness Criteria (AC). The results of a recent review of DIR data for 10 common CT examinations were compared with current ACR AC RRL values for the same procedures. The AC RRL values were previously determined by consensus of members of the AC Radiation Exposure Subcommittee based on reference radiation dose values from the literature (when available) and anecdotal information from individual members' clinical practices and experiences. For 7 of the 10 examination types reviewed, DIR data agreed with existing RRL values. For 3 of 10 examination types, DIR data reflected lower dose values than currently rated in the AC. The Radiation Exposure Subcommittee will revise these RRL assignments in a forthcoming update to the AC (in October 2018) and will continue to monitor the DIR and associated reviews and analyses to refine RRL assignments for additional examination types. Given recent attention and efforts to reduce radiation exposure in CT and other imaging modalities, it is likely that other examination types will require revision of RRL assignments once information from the DIR database is considered.


Subject(s)
Diagnostic Imaging/standards , Radiation Monitoring/standards , Registries , Societies, Medical , Adult , Humans , Radiation Dosage , Radiation Exposure/standards , United States
20.
Clin Anat ; 31(2): 250-258, 2018 Mar.
Article in English | MEDLINE | ID: mdl-29127734

ABSTRACT

Dissection provides a unique opportunity to integrate anatomical and clinical education. Commonly, cadavers are randomly assigned to courses, which may result in skewed representation of patient populations. The primary aim of this study was to determine if the anatomical donors studied by students at the University of Massachusetts Medical School (UMMS) accurately represent the disease burden of the local patient population. This cross-sectional study compared the University of Massachusetts Memorial Medical Center patient claims data and body donation data from the UMMS Anatomical Gift Program (AGP). This study examined age, race, sex, and morbidities within a 10-year timeframe in 401,258 patients and 859 anatomical donors who met inclusion criteria. An independent t test was conducted to compare the mean ages of the two populations. Chi square analysis was conducted on race, sex, and 10 morbidity categories. A Fischer's exact test was conducted for two morbidity categories with n < 10. Demographic analysis showed a significant difference in age, and racial representation between the populations. No statistical difference was found regarding sex. Morbidities were separated into 22 ICD-10 categories. Twelve categories were excluded and 10 were analyzed for population comparison. Two categories were over represented and seven were under-represented in the AGP population. One category showed no significant difference between populations. Targeted selection of cadavers in anatomy courses would improve morbidity variability in the anatomy lab. In addition, AGP acceptance guidelines should be evaluated to increase disease variation among the donor population. Clin. Anat. 31:250-258, 2018. © 2017 Wiley Periodicals, Inc.


Subject(s)
Anatomy/education , Cadaver , Demography , Education, Medical , Age Factors , Cause of Death , Chi-Square Distribution , Cross-Sectional Studies , Dissection/education , Female , Humans , International Classification of Diseases , Male , Racial Groups/statistics & numerical data , Sex Factors , Tissue Donors/classification
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