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1.
Radiographics ; 43(2): e220089, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36563095

RESUMO

Radiology procedure workflow is a summation of individual workflows for scheduling, precertification, preprocedure clinic visits, and day of procedure, representing a complex total process with many opportunities for inefficiencies and waste. At the authors' institution, a lack of standard work and communication gaps in a pre- and postprocedure care area (PPCA) workflow were identified as factors in bottlenecks, waits and delays, and staff and patient frustrations. Using "lean" process improvement tools, these workflows were targeted in a rapid improvement event (RIE). A cross-functional team was formed to work on the PPCA workflow RIE. Using lean management principles, process gaps were identified and changes were instituted to improve patient and information flow. Three projects were implemented over a course of 4 months. These included a 5S, a lean methodology of workplace organization to optimize supply cabinets; standardization of nursing preprocedure documentation and process; and standard work confirmation in daily management system huddles. At baseline, 45% of patients were prepared within 60 minutes of their arrival in the PPCA. After the RIE and instituting the changes from the RIE, 80% of patients were prepared within 60 minutes of their arrival in the PPCA. Implementing lean management strategies, such as daily management systems and huddles, and establishing standard work confirmation help to eliminate waste and create systems and teams that sustain and improve complex workflows. © RSNA, 2022.


Assuntos
Hospitais , Melhoria de Qualidade , Humanos , Fluxo de Trabalho , Eficiência Organizacional
2.
J Digit Imaging ; 36(5): 1954-1964, 2023 10.
Artigo em Inglês | MEDLINE | ID: mdl-37322308

RESUMO

We describe implementation of a point-of-care system for simultaneous acquisition of patient photographs along with portable radiographs at a large academic hospital. During the implementation process, we observed several technical challenges in the areas of (1) hardware-automatic triggering for photograph acquisition, camera hardware enclosure, networking, and system server hardware and (2) software-post-processing of photographs. Additionally, we also faced cultural challenges involving workflow issues, communication with technologists and users, and system maintenance. We describe our solutions to address these challenges. We anticipate that these experiences will provide useful insights into deploying and iterating new technologies in imaging informatics.


Assuntos
Gestão de Mudança , Sistemas Automatizados de Assistência Junto ao Leito , Humanos , Radiografia , Fotografação , Informática
3.
J Ultrasound Med ; 41(6): 1475-1481, 2022 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-34562041

RESUMO

OBJECTIVES: Determine the rate of positive extremity ultrasound exams for DVT in patients with COVID-19 and assess for differences in laboratory values in patients with and without DVT, which could be used as a surrogate to decide the need for further evaluation with ultrasound. METHODS: Retrospective case control study with 1:2 matching of cases (COVID-19+ patients) to controls (COVID-19- patients) based on age, gender, and race. Laboratory values assessed were serum D-dimer, fibrinogen, prothrombin time, international normalized ratio, and C-reactive protein. Demographic variables, comorbidities, and clinical variables including final disposition were also evaluated. P-values for categorical variables were calculated with the chi-square test or Fisher's exact test. P-values for continuous variables were compared with the use of a two-tailed unpaired t-test. RESULTS: The rate of extremity ultrasound exams positive for DVT were similar in patients with (14.7%) and without (19.3%) COVID-19 (P = .423). No significant difference was observed in laboratory values including the D-dimer level in COVID-19 patients without (mean 9523.9 ng/mL (range 339 to >60,000)) or with DVT (mean 13,663.7 ng/mL (range 1193->60,000)) (P = .475). No differences were found in demographic variabilities or co-morbidities among COVID-19 patients with and without extremity DVT. CONCLUSIONS: We found no statistically significant difference in rate of positive DVT studies between COVID-19+ and COVID-19- patients. D-dimer levels are elevated, in some cases markedly, in COVID-19 patients with and without DVTs and therefore these data do not support their use as a surrogate when assessing the need for ultrasound evaluation.


Assuntos
COVID-19 , Trombose Venosa , COVID-19/complicações , Estudos de Casos e Controles , Extremidades/diagnóstico por imagem , Produtos de Degradação da Fibrina e do Fibrinogênio , Humanos , Estudos Retrospectivos , Trombose Venosa/complicações , Trombose Venosa/diagnóstico por imagem
4.
Radiographics ; 41(3): E81-E89, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33939543

RESUMO

Background Emergency departments (EDs) rely on advanced imaging such as CT for diagnosis. Owing to increased ED volumes at the authors' institution, CT image acquisition became a significant bottleneck in ED patient throughput. Methods A multidisciplinary team was formed to solve this complex patient flow issue. Lean management principles were leveraged to identify process gaps and institute changes to achieve workflow improvements, remove process wastes, and improve patient throughput in the ED CT scanner. Process metrics such as percentage of CT examinations completed within 120 minutes and monthly median examination turnaround time (TAT) were tracked on a monthly basis. To measure impact, outcome metrics such as time savings from elimination of wasted steps were developed. Interventions Four projects including development of an ideal staffing model, a patient flow worksheet, revision of the CT patient screening form, and examination prioritization efforts were tested. Just-do-it activities such as revision of the CT angiography protocol ordering tool, optimizing scanner utilization, and improving communication and collaboration between the radiology department and ED were also attempted. Results After a phased rollout of changes over 6 months, the percentage of ordered ED CT examinations completed within 120 minutes increased by 10% (61%-71%); however, this improvement was sustained for only 6 weeks. Elimination of process inefficiencies resulted in a monthly median TAT reduction from 90-109 minutes to 82-106 minutes, and approximately 6 weeks (268 hours) of annualized full-time technologist time was saved. Conclusion Lean management tools can be leveraged to solve complex ED CT patient flow issues and reduce TAT. Online supplemental material is available for this article. ©RSNA, 2021.


Assuntos
Serviço Hospitalar de Emergência , Tomografia Computadorizada por Raios X , Humanos , Fatores de Tempo , Fluxo de Trabalho
5.
AJR Am J Roentgenol ; 214(1): W62-W66, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31573850

RESUMO

OBJECTIVE. The purpose of this article is to present a targeted literature review describing the current state of radiology initiatives in support of shared decision making and gaps that offer opportunities for innovation and improvement. CONCLUSION. Breaking down the shared decision-making process into its four major components (access to information, comprehension of the information, appraisal of the information, application of knowledge in care decisions) reveals the role of radiologists in the decision-making process and opportunities for expanding this role.


Assuntos
Tomada de Decisão Compartilhada , Papel do Médico , Radiologia , Humanos , Radiologia/métodos
6.
AJR Am J Roentgenol ; 212(5): 1070-1076, 2019 May.
Artigo em Inglês | MEDLINE | ID: mdl-30779665

RESUMO

OBJECTIVE. The objective of our study was to adapt the safety, methods, equipment, supplies, and associates, termed "S-MESA," communication tool from daily management huddles and implement it in radiology reading rooms to address the complexities of daily communications. We collected data on huddle logistics and perceived value from radiologists at an academic institution. MATERIALS AND METHODS. We constructed a 16-item survey composed of multiple-choice questions (single answer and multiple answers), statements requiring Likert scale ratings (from 1 [strongly disagree] to 5 [strongly agree]), and items requiring free text responses. The survey was distributed to 244 radiologists. Answers were collected over a 6-week period. RESULTS. The response rate was 41% (101/244). The majority of huddles were performed sometimes (59%) or daily or nearly daily (25%), and most lasted 5 minutes or less (83%), which was perceived as "just right" (87.5%). The components discussed more frequently in the huddle were availability (33.5%) and time goals (27%). Task review (19%) and miscellaneous (14%) were not as common. Huddles were valued for facilitating communication and better organizing the workday. CONCLUSION. Reading room huddles are feasible and perceived as useful. Moving forward, we are planning to integrate reading room huddles with multitier system huddles and include items that are of specific interest to radiology trainees.

7.
Ann Emerg Med ; 74(3): 391-399, 2019 09.
Artigo em Inglês | MEDLINE | ID: mdl-31402153

RESUMO

STUDY OBJECTIVE: Renal colic is common and computed tomography (CT) is frequently used when the diagnosis of kidney stone is suspected. CT is accurate but exposes patients to ionizing radiation and has not been shown to alter either interventional approaches or hospital admission rates. This multiorganizational transdisciplinary collaboration seeks evidence-based, multispecialty consensus on optimal imaging across different clinical scenarios in patients with suspected renal colic in the acute setting. METHODS: In conjunction with the American College of Emergency Physicians (ACEP) Emergency Quality Network, we formed a 9-member panel with 3 physician representatives each from ACEP, the American College of Radiology, and the American Urology Association. A systematic literature review was used as the basis for a 3-step modified Delphi process to seek consensus on optimal imaging in 29 specific clinical scenarios. RESULTS: From an initial search yielding 6,337 records, there were 232 relevant articles of acceptable evidence quality to guide the literature summary. At the completion of the Delphi process consensus, out of the 29 scenarios agreement was rated as perfect in 15 (52%), excellent in 8 (28%), good in 3 (10%), and moderate in 3 (10%). There were no scenarios in which at least moderate consensus was not reached. CT was recommended in 7 scenarios (24%), with ultrasonography in 9 (31%) and no further imaging needed in 12 (45%). CONCLUSION: Evidence and multispecialty consensus support ultrasonography or no further imaging in specific clinical scenarios, with reduced-radiation-dose CT to be used when CT is needed for patients with suspected renal colic.


Assuntos
Cólica Renal/diagnóstico por imagem , Tomografia Computadorizada por Raios X , Ultrassonografia , Adulto , Idoso , Consenso , Técnica Delphi , Serviço Hospitalar de Emergência , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Sistemas Automatizados de Assistência Junto ao Leito , Tomografia Computadorizada por Raios X/efeitos adversos
8.
Radiographics ; 38(6): 1888-1896, 2018 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-30303791

RESUMO

Value in medicine is defined as the ratio of quality and service and health care outcomes to the costs and inefficiencies of providing care. Creating patient-centered value in radiology reporting requires radiologists to provide accurate diagnostic interpretations in an accessible format with useful advice on further imaging, as well as report-embedded reference materials desired by the referring provider. The value- and service-centered radiologist provides urgent communications when appropriate and is readily available for report consultations. Indirect costs or inefficiencies embedded in report style can erode value. Value is preserved when radiologists strive for concise, clear, and timely reporting. ©RSNA, 2018.


Assuntos
Documentação/normas , Modelos Organizacionais , Segurança do Paciente/normas , Assistência Centrada no Paciente/normas , Administração da Prática Médica/normas , Qualidade da Assistência à Saúde/normas , Serviço Hospitalar de Radiologia/normas , Sistemas de Informação em Radiologia/normas , Comunicação , Eficiência Organizacional/normas , Humanos , Acesso dos Pacientes aos Registros , Educação de Pacientes como Assunto , Preferência do Paciente , Encaminhamento e Consulta , Estados Unidos
9.
Radiographics ; 38(6): 1773-1785, 2018 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-30303796

RESUMO

With nearly 70% of adults in the United States using at least one social media platform, a social media presence is increasingly important for departments and practices. Patients, prospective faculty and trainees, and referring physicians look to social media to find information about our organizations. The authors present a stepwise process for planning, executing, and evaluating an organizational social media strategy. This process begins with alignment with a strategic plan to set goals, identification of the target audience(s), selection of appropriate social media channels, tracking effectiveness, and resource allocation. The article concludes with a discussion of advantages and disadvantages of social media through a review of current literature. ©RSNA, 2018.


Assuntos
Publicidade , Administração da Prática Médica , Serviço Hospitalar de Radiologia , Mídias Sociais , Humanos , Técnicas de Planejamento , Estados Unidos
10.
J Ren Nutr ; 26(4): 258-64, 2016 07.
Artigo em Inglês | MEDLINE | ID: mdl-26994780

RESUMO

OBJECTIVE: We investigate whether psoas or paraspinous muscle area measured on a single L4-L5 image is a useful measure of whole lean body mass (LBM) compared to dedicated midthigh magnetic resonance imaging (MRI). DESIGN: Observational study. SETTING: Outpatient dialysis units and a research clinic. SUBJECTS: One hundred five adult participants on maintenance hemodialysis. No control group was used. INTERVENTION: Psoas muscle area, paraspinous muscle area, and midthigh muscle area (MTMA) were measured by magnetic resonance imaging. MAIN OUTCOME MEASURE: LBM was measured by dual-energy absorptiometry scan. RESULTS: In separate multivariable linear regression models, psoas, paraspinous, and MTMA were associated with increase in LBM. In separate multivariate logistic regression models, C statistics for diagnosis of sarcopenia (defined as <25th percentile of LBM) were 0.69 for paraspinous muscle area, 0.81 for psoas muscle area, and 0.89 for MTMA. With sarcopenia defined as <10th percentile of LBM, the corresponding C statistics were 0.71, 0.92, and 0.94. CONCLUSIONS: We conclude that psoas muscle area provides a good measure of whole-body muscle mass, better than paraspinous muscle area but slightly inferior to midthigh measurement. Hence, in body composition studies a single axial MR image at the L4-L5 level can be used to provide information on both fat and muscle and may eliminate the need for time-consuming measurement of muscle area in the thigh.


Assuntos
Composição Corporal , Músculos Psoas/anatomia & histologia , Diálise Renal , Absorciometria de Fóton , Adulto , Idoso , Índice de Massa Corporal , Doenças Cardiovasculares/terapia , Dieta , Proteínas Alimentares/administração & dosagem , Feminino , Humanos , Imageamento por Ressonância Magnética , Masculino , Pessoa de Meia-Idade , Avaliação Nutricional , Estudos Prospectivos , Insuficiência Renal Crônica/terapia , Albumina Sérica/metabolismo
12.
AJR Am J Roentgenol ; 200(2): 400-7, 2013 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-23345364

RESUMO

OBJECTIVE: Intracranial hypotension is an uncommon cause of headaches that is often misdiagnosed. The classic MRI features of intracranial hypotension can be variable and subjective. The purpose of this study was to provide objective criteria in the MRI evaluation of intracranial hypotension by quantifying normal values for the pontomesencephalic angle, mamillopontine distance, and lateral ventricular angle. MATERIALS AND METHODS: A retrospective review of patients with the clinical diagnosis of intracranial hypotension and a control group was performed with measurements of the pontomesencephalic angle, mamillopontine distance, and lateral ventricular angle. Qualitative evaluation of other MRI findings included dural enhancement, venous engorgement, subdural collections, brainstem slumping, and tonsillar herniation. RESULTS: In 29 patients with intracranial hypotension, the mean pontomesencephalic angle, mamillopontine distance, and lateral ventricular angle were 41.2° (SD, ± 17.4°), 4.4 mm (SD, ± 1.8), and 130.1° (SD, ± 9.8°), respectively. In the control group, the mean pontomesencephalic angle, mamillopontine distance, and lateral ventricular angle were 65° (SD, ± 9.9°), 7.0 mm (SD, ± 1.3), and 132.2° (SD, ± 5.7°), respectively. The differences in the pontomesencephalic angle and mamillopontine distance values for the intracranial hypotension group versus the control group were statistically significant (p < 0.01). The difference in the lateral ventricular angle measurements was not statistically significant (p = 0.37). Cutoff points of a 5.5-mm mamillopontine distance and 50° pontomesencephalic angle were estimated using receiver operating characteristic curves. CONCLUSION: In patients with the clinical suspicion of intracranial hypotension, we found that cutoff values of 5.5 mm or less for the mamillopontine distance and 50° or less for the pontomesencephalic angle were sensitive and specific in strengthening the qualitative MRI findings. Therefore, quantitative assessments may provide a more accurate diagnosis.


Assuntos
Encéfalo/patologia , Hipotensão Intracraniana/patologia , Imageamento por Ressonância Magnética/métodos , Adulto , Idoso , Encéfalo/anatomia & histologia , Estudos de Casos e Controles , Distribuição de Qui-Quadrado , Feminino , Cefaleia/etiologia , Humanos , Hipotensão Intracraniana/complicações , Masculino , Pessoa de Meia-Idade , Curva ROC , Valores de Referência , Estudos Retrospectivos
13.
J Comput Assist Tomogr ; 37(2): 171-5, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23493205

RESUMO

OBJECTIVE: The aim of this study was to derive a model that predicts when a computed tomography (CT)-guided renal tumor biopsy will be diagnostic based on the tumor's unenhanced imaging characteristics. METHODS: The CT images used to guide percutaneous biopsy and the pathology reports of 276 consecutive patients undergoing renal tumor biopsy were retrospectively reviewed. The effect of tumor size, growth pattern, location, and CT attenuation on the diagnostic biopsy rate was assessed using univariate and multivariate techniques. A model was derived using logistic regression, and its discrimination was evaluated using receiver operator characteristic curves. RESULTS: The diagnostic rate for all masses was 76.8% (212/276). Univariate and multivariate analyses revealed that increasing size and solid tumor attenuation were associated with diagnostic biopsies. The model demonstrates a discrimination of 0.71. CONCLUSIONS: The likelihood of a diagnostic biopsy of a solid tumor smaller than 1 cm and of any cystic tumor is significantly less than for larger solid renal tumors. The predictive model demonstrates moderate discrimination.


Assuntos
Carcinoma de Células Renais/patologia , Neoplasias Renais/patologia , Radiografia Intervencionista/métodos , Tomografia Computadorizada por Raios X/métodos , Adulto , Idoso , Idoso de 80 Anos ou mais , Biópsia , Carcinoma de Células Renais/diagnóstico por imagem , Distribuição de Qui-Quadrado , Meios de Contraste , Feminino , Humanos , Neoplasias Renais/diagnóstico por imagem , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes , Curva ROC , Estudos Retrospectivos
14.
J Am Coll Radiol ; 20(3): 335-341, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36922107

RESUMO

OBJECTIVE: Follow established management guidelines from the ACR and improve adherence to follow-up recommendations for incidental liver lesions (ILLs) for all patients undergoing CT abdomen and pelvis with contrast (CTAPw) examinations, with advocacy from a multidisciplinary care team. METHODS: A mandatory structured radiology reporting module was developed for use in CTAPw reports for ILL recommendations. Data from the electronic medical record describing patients with radiology-reported ILLs and their clinical risk diagnosis categories were tabulated in a queryable electronic database. A nurse co-ordinator initiated workflow to communicate the need for ILL follow-up MRI to ordering physicians and primary care providers. MRIs were ordered by the ILL team. An interactive process was undertaken with continuous review to improve identification of eligible patients and adherence to recommendations. RESULTS: During the initial launch phase from December 2020 to March 2021, 1,577 ILLs were detected on 20,667 CTAPw examinations, and for those with the characterize now recommendation, 36 of 114 (31.6%) received follow-up in 30 days. Between January 2021 and June 2022, 117,520 CTAPws were performed and 4,371 ILLs were detected. Using the ILL workflow, in the MRI now cohort, follow-up occurred within 30 days in 202 of 542 (36.2%) patients, and a total of 368 of 542 (67.9%) patients have completed their follow-up to date. DISCUSSION: Using a focused effort to close a gap in ILL care, adherence to follow-up recommendations improved over the long term, although there remains a gap in adherence to short-term interventions. A multidisciplinary approach, radiology reporting, and software solutions were leveraged to improve a complex process.


Assuntos
Achados Incidentais , Neoplasias Hepáticas , Humanos , Fluxo de Trabalho , Seguimentos , Tomografia Computadorizada por Raios X , Neoplasias Hepáticas/diagnóstico por imagem
15.
J Urol ; 187(1): 39-43, 2012 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-22088331

RESUMO

PURPOSE: The most effective diagnostic strategy for the very small, incidentally detected solid renal mass is uncertain. We assessed the cost-effectiveness of adding percutaneous biopsy or active surveillance to the diagnosis of a 2 cm or less solid renal mass. MATERIALS AND METHODS: A Markov state transition model was developed to observe a hypothetical cohort of healthy 60-year-old men with an incidentally detected, 2 or less cm solid renal mass, comparing percutaneous biopsy, immediate treatment and active surveillance. The primary outcomes assessed were the incremental cost-effectiveness ratio measured by cost per life-year gained at a willingness to pay threshold of $50,000. Model results were assessed by sensitivity analysis. RESULTS: Immediate treatment was the highest cost, most effective diagnostic strategy, providing the longest overall survival of 18.53 life-years. Active surveillance was the lowest cost, least effective diagnostic strategy. On cost-effectiveness analysis using a societal willingness to pay threshold of $50,000 active surveillance was the preferred choice at a $75,000 willingness to pay threshold while biopsy and treatment were acceptable ($56,644 and $70,149 per life-year, respectively). When analysis was adjusted for quality of life, biopsy dominated immediate treatment as the most cost-effective diagnostic strategy at $33,840 per quality adjusted life-year gained. CONCLUSIONS: Percutaneous biopsy may have a greater role in optimizing the diagnosis of an incidentally detected, 2 cm or less solid renal mass.


Assuntos
Neoplasias Renais/economia , Biópsia por Agulha/economia , Análise Custo-Benefício , Humanos , Neoplasias Renais/patologia , Neoplasias Renais/terapia , Masculino , Cadeias de Markov , Pessoa de Meia-Idade , Vigilância da População , Sensibilidade e Especificidade , Fatores de Tempo
17.
J Digit Imaging ; 25(1): 56-62, 2012 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-22011936

RESUMO

Radiologists are critically interested in promoting best practices in medical imaging, and to that end, they are actively developing tools that will optimize terminology and reporting practices in radiology. The RadLex® vocabulary, developed by the Radiological Society of North America (RSNA), is intended to create a unifying source for the terminology that is used to describe medical imaging. The RSNA Reporting Initiative has developed a library of reporting templates to integrate reusable knowledge, or meaning, into the clinical reporting process. This report presents the initial analysis of the intersection of these two major efforts. From 70 published radiology reporting templates, we extracted the names of 6,489 reporting elements. These terms were reviewed in conjunction with the RadLex vocabulary and classified as an exact match, a partial match, or unmatched. Of 2,509 unique terms, 1,017 terms (41%) matched exactly to RadLex terms, 660 (26%) were partial matches, and 832 reporting terms (33%) were unmatched to RadLex. There is significant overlap between the terms used in the structured reporting templates and RadLex. The unmatched terms were analyzed using the multidimensional scaling (MDS) visualization technique to reveal semantic relationships among them. The co-occurrence analysis with the MDS visualization technique provided a semantic overview of the investigated reporting terms and gave a metric to determine the strength of association among these terms.


Assuntos
Interpretação de Imagem Assistida por Computador , Vocabulário Controlado , Humanos , América do Norte , Sistemas de Informação em Radiologia , Sensibilidade e Especificidade , Terminologia como Assunto , Unified Medical Language System
18.
Acad Radiol ; 29 Suppl 5: S58-S64, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-33303347

RESUMO

RATIONALE AND OBJECTIVES: Imaging Informatics is an emerging and fast-evolving field that encompasses the management of information during all steps of the imaging value chain. With many information technology tools being essential to the radiologists' day-to-day work, there is an increasing need for qualified professionals with clinical background, technology expertise, and leadership skills. To answer this, we describe our experience in the development and implementation of an Integrated Imaging Informatics Track (I3T) for radiology residents at our institution. MATERIALS AND METHODS: The I3T was created by a resident-driven initiative funded by an intradepartmental resident grant. Its curriculum is delivered through a combination of monthly small group discussions, operational meetings, recommended readings, lectures, and early exposure to the National Imaging Informatics Course. The track is steered and managed by the I3T Committee, including trainees and faculty advisors. Up to two first-year residents are selected annually based on their curriculum vitae and an interest application. Successful completion of the program requires submission of a capstone project and at least one academic deliverable (national meeting presentation, poster, exhibit, manuscript and/or grant). RESULTS: In our three-year experience, the seven I3T radiology residents have reported a total of 58 scholarly activities related to Imaging Informatics. I3T residents have assumed leadership roles within our organization and nationally. All residents have successfully carried out their clinical responsibilities. CONCLUSION: We have developed and implemented an I3T for radiology residents at our institution. These residents have been successful in their clinical, scholarship and leadership pursuits.


Assuntos
Internato e Residência , Radiologia , Bolsas de Estudo , Humanos , Informática , Liderança , Radiologia/educação
19.
J Am Coll Radiol ; 19(1 Pt B): 172-177, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-35033306

RESUMO

PURPOSE: Social determinants of health, including race and insurance status, contribute to patient outcomes. In academic health systems, care is provided by a mix of trainees and faculty members. The optimal staffing ratio of trainees to faculty members (T/F) in radiology is unknown but may be related to the complexity of patients requiring care. Hospital characteristics, patient demographics, and radiology report findings may serve as markers of risk for poor outcomes because of patient complexity. METHODS: Descriptive characteristics of each hospital in an urban five-hospital academic health system, including payer distribution and race, were collected. Radiology department T/F ratios were calculated. A natural language processing model was used to classify multimodal report findings into nonacute, acute, and critical, with report acuity calculated as the fraction of acute and critical findings. Patient race, payer type, T/F ratio, and report acuity score for hospital 1, a safety net hospital, were compared with these factors for hospitals 2 to 5. RESULTS: The fraction of patients at hospital 1 who are Black (79%) and have Medicaid insurance (28%) is significantly higher than at hospitals 2 to 5 (P < .0001), with the exception of hospital 3 (80.1% black). The T/F ratio of 1.37 at hospital 1 as well as its report acuity (28.9%) were significantly higher (P < .0001 for both). CONCLUSIONS: T/F ratio and report acuity are highest at hospital 1, which serves the most at-risk patient population. This suggests a potential overreliance on trainees at a site whose patients may require the greatest expertise to optimize care.


Assuntos
Radiologia , Determinantes Sociais da Saúde , Hospitais Urbanos , Humanos , Medicaid , Estados Unidos , Recursos Humanos
20.
J Magn Reson Imaging ; 33(3): 684-91, 2011 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-21563253

RESUMO

PURPOSE: To describe the inter- and intra-operator reliability of segmentations of female pelvic floor structures. MATERIALS AND METHODS: Three segmentation specialists were asked to segment out the female pelvic structures in 20 MR datasets on three separate occasions. The STAPLE algorithm was used to compute inter- and intra-segmenter agreement of each organ in each dataset. STAPLE computed the sensitivity, specificity, and positive predictive values (PPV) for inter- and intra-segmenter repeatability. These parameters were analyzed using intra-class correlation analysis. Correlation of organ volume to PPV and sensitivity was also computed. RESULTS: Mean PPV of the segmented organs ranged from 0.82 to 0.99, and sensitivity ranged from 33 to 96%. Intra-class correlation ranged from 0.07 to 0.98 across segmenters. Pearson correlation of volume to sensitivity were significant across organs, ranging from 0.54 to 0.91. Organs with significant correlation of PPV to volume were bladder (-0.69), levator ani (-0.68), and coccyx (-0.63). CONCLUSION: Undirected manual segmentation of the pelvic floor organs are adequate for locating the organs, but poor at defining structural boundaries.


Assuntos
Imageamento por Ressonância Magnética/métodos , Diafragma da Pelve/patologia , Algoritmos , Feminino , Humanos , Processamento de Imagem Assistida por Computador/métodos , Variações Dependentes do Observador , Valor Preditivo dos Testes , Estudos Prospectivos , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
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