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1.
Phys Med Biol ; 69(4)2024 Feb 15.
Article in English | MEDLINE | ID: mdl-38252969

ABSTRACT

Objective. Simultaneous PET/MR scanners combine the high sensitivity of MR imaging with the functional imaging of PET. However, attenuation correction of breast PET/MR imaging is technically challenging. The purpose of this study is to establish a robust attenuation correction algorithm for breast PET/MR images that relies on deep learning (DL) to recreate the missing portions of the patient's anatomy (truncation completion), as well as to provide bone information for attenuation correction from only the PET data.Approach. Data acquired from 23 female subjects with invasive breast cancer scanned with18F-fluorodeoxyglucose PET/CT and PET/MR localized to the breast region were used for this study. Three DL models, U-Net with mean absolute error loss (DLMAE) model, U-Net with mean squared error loss (DLMSE) model, and U-Net with perceptual loss (DLPerceptual) model, were trained to predict synthetic CT images (sCT) for PET attenuation correction (AC) given non-attenuation corrected (NAC) PETPET/MRimages as inputs. The DL and Dixon-based sCT reconstructed PET images were compared against those reconstructed from CT images by calculating the percent error of the standardized uptake value (SUV) and conducting Wilcoxon signed rank statistical tests.Main results. sCT images from the DLMAEmodel, the DLMSEmodel, and the DLPerceptualmodel were similar in mean absolute error (MAE), peak-signal-to-noise ratio, and normalized cross-correlation. No significant difference in SUV was found between the PET images reconstructed using the DLMSEand DLPerceptualsCTs compared to the reference CT for AC in all tissue regions. All DL methods performed better than the Dixon-based method according to SUV analysis.Significance. A 3D U-Net with MSE or perceptual loss model can be implemented into a reconstruction workflow, and the derived sCT images allow successful truncation completion and attenuation correction for breast PET/MR images.


Subject(s)
Deep Learning , Positron Emission Tomography Computed Tomography , Humans , Female , Image Processing, Computer-Assisted/methods , Positron-Emission Tomography/methods , Magnetic Resonance Imaging/methods
2.
N Engl J Med ; 389(25): e55, 2023 Dec 21.
Article in English | MEDLINE | ID: mdl-38118027
3.
Article in English | MEDLINE | ID: mdl-37812532

ABSTRACT

BACKGROUND: Acoustic resonance therapy (ART) is a novel vibrational treatment that delivers patient-specific resonant frequency acoustic energy to the sinonasal cavities. In a pilot study, ART was effective for the acute treatment of nasal congestion. We conducted a sham-controlled randomized trial to validate the efficacy of ART when administered daily for 2 weeks. METHODS: A total of 52 adult patients were enrolled in a multi-center, randomized, double-blinded, sham-controlled, interventional study evaluating ART administered by a vibrational headband. Patients received either active treatment or a non-therapeutic sham treatment twice daily over 2 weeks. Clinical endpoints were the average change in nasal congestion sub-score of the Total Nasal Symptom Score (TNSS) and the average change in composite TNSS. RESULTS: ART resulted in a significantly greater mean change in the nasal congestion sub-score compared to sham (-0.87 [95% confidence interval [CI] -1.11, -0.62] vs. -0.44 [95% CI -0.64, -0.23], p = 0.008). ART also resulted in a significantly greater reduction in the composite TNSS versus sham, (-2.85 [95% CI -3.85, -1.85], vs. -1.32 [95% CI -2.27, -0.36], p = 0.027). The response rate, determined by a nasal congestion sub-score minimal clinically important difference of 0.23, was 80.8% for ART and 46.2% for sham, with an adjusted risk ratio of 1.95 (95% CI 1.26, 3.02, p = 0.003) in favor of ART. Safety endpoints showed no adverse events. CONCLUSION: ART is a safe and effective non-pharmacologic alternative for the treatment of nasal congestion.

4.
J Am Vet Med Assoc ; 261(12): 1-4, 2023 12 01.
Article in English | MEDLINE | ID: mdl-37734719

ABSTRACT

OBJECTIVE: Alfaxalone is a commonly used anesthetic agent in small animals. In cats, alfaxalone can be administered as an IM agent to achieve clinically useful sedation or anesthesia, negating the need for IV injection in difficult patients. The molecular structure of alfaxalone is similar to the hormone progesterone (P4). It is hypothesized that alfaxalone would cross-react with the assay measuring progesterone causing a false elevation. ANIMALS: 8 healthy neutered male, domestic shorthair cats that were privately owned were enrolled in the study. METHODS: Male neutered cats were administered 3 mg/kg of alfaxalone IM. Blood samples were collected at set time points (baseline, 30 minutes, 60 minutes, 3 hours, 6 hours, and 10 hours after administration), and serum concentrations of progesterone immunoreactivity (IR) were determined using the Siemens Immulite 1000 automated immunoassay system. Statistical analysis was performed with repeated measures ANOVA and a Tukey-Cramer multiple comparisons test. A P value of < .05 was used for significance. RESULTS: Serum progesterone IR was significantly elevated at 30 minutes, 1 hour, and 3 hours (P < .05) when compared to baseline progesterone immunoreactivity. Progesterone immunoreactivity had returned to baseline by 6 hours. CLINICAL RELEVANCE: This study suggests that alfaxalone administered IM in cats may interfere with immunoassay measurement of serum progesterone for up to 6 hours. Caution should be used when interpreting serum progesterone immunoreactivity results in cats within 4 hours of alfaxalone.


Subject(s)
Anesthesia , Anesthetics , Pregnanediones , Cats , Male , Animals , Progesterone , Anesthetics/pharmacology , Anesthesia/veterinary , Pregnanediones/pharmacology
5.
Ecol Lett ; 26(7): 1050-1070, 2023 Jul.
Article in English | MEDLINE | ID: mdl-37349260

ABSTRACT

Fire regimes are changing dramatically worldwide due to climate change, habitat conversion, and the suppression of Indigenous landscape management. Although there has been extensive work on plant responses to fire, including their adaptations to withstand fire and long-term effects of fire on plant communities, less is known about animal responses to fire. Ecologists lack a conceptual framework for understanding behavioural responses to fire, which can hinder wildlife conservation and management. Here, we integrate cue-response sensory ecology and predator-prey theory to predict and explain variation in if, when and how animals react to approaching fire. Inspired by the literature on prey responses to predation risk, this framework considers both fire-naïve and fire-adapted animals and follows three key steps: vigilance, cue detection and response. We draw from theory on vigilance tradeoffs, signal detection, speed-accuracy tradeoffs, fear generalization, neophobia and adaptive dispersal. We discuss how evolutionary history with fire, but also other selective pressures, such as predation risk, should influence animal behavioural responses to fire. We conclude by providing guidance for empiricists and outlining potential conservation applications.


Subject(s)
Ecology , Fires , Animals , Ecosystem , Behavior, Animal , Predatory Behavior
6.
PLoS One ; 18(4): e0284299, 2023.
Article in English | MEDLINE | ID: mdl-37036882

ABSTRACT

Alpacas (Vicugna pacos) have physiologic adaptations to live at high altitude. These adaptations may result in unexpected responses to changes in cardiac performance and blood pressure during general anesthesia. There are few studies evaluating cardiovascular variables in anesthetized alpacas. The purpose of this study was to report cardiovascular performance in anesthetized mature alpacas during normotension, hypotension, and hypertension using ultrasound dilution and echocardiography. Six adult alpacas, 3 females and 3 castrated males, weighing 62.6 to 88.7 kg were anesthetized and maintained with isoflurane and placed in right lateral recumbency. Each alpaca underwent ultrasound dilution and echocardiography measurements during three cardiovascular phases, normotension, hypotension via increased isoflurane concentration, and hypertension via phenylephrine infusion. Variables were analyzed with a Friedman test and a post hoc Dunn's test when significant. A p < 0.05 was used for significance. Cardiac output, cardiac index, systemic vascular resistance, stroke volume, total ejection fraction, left ventricular internal diameter during diastole, and total stroke volume indexed to body weight were greater for hypertension compared to hypotension. Total ejection fraction, stroke volume, and left ventricular ejection time were greater for hypertions compared to normotension. There was no difference between ultrasound dilution and echocardiography determined cardiac output measurements within each cardiovascular phase. Phenylephrine appeared to have increased ventricular performance and/or increased preload in anesthetized, mature alpacas. For detecting change in cardiovascular status in anesthetized alpacas, ultrasound dilution and echocardiography may be useful.


Subject(s)
Camelids, New World , Hypertension , Hypotension , Isoflurane , Animals , Male , Female , Adult , Humans , Blood Pressure , Isoflurane/pharmacology , Phenylephrine/pharmacology , Hypertension/diagnostic imaging , Echocardiography , Cardiac Output
7.
Aging (Albany NY) ; 15(2): 396-420, 2023 01 06.
Article in English | MEDLINE | ID: mdl-36622279

ABSTRACT

Across taxa, sensory perception modulates aging in response to important ecological cues, including food, sex, and danger. The range of sensory cues involved, and their mechanism of action, are largely unknown. We therefore sought to better understand how one potential cue, that of light, impacts aging in Drosophila melanogaster. In accordance with recently published data, we found that flies lived significantly longer in constant darkness. Extended lifespan was not accompanied by behavioral changes that might indirectly slow aging such as activity, feeding, or fecundity, nor were circadian rhythms necessary for the effect. The lifespans of flies lacking eyes or photoreceptor neurons were unaffected by light kept at normal housing conditions, and transgenic activation of these same neurons was sufficient to phenocopy the effects of environmental light on lifespan. The relationship between light and lifespan was not correlated with its intensity, duration, nor the frequency of light-dark transitions. Furthermore, high-intensity light reduced lifespan in eyeless flies, indicating that the effects we observed were largely independent of the known, non-specific damaging effects associated with light. Our results suggest that much like other environmental cues, light may act as a sensory stimulus to modulate aging.


Subject(s)
Drosophila Proteins , Drosophila , Animals , Drosophila/physiology , Drosophila melanogaster/physiology , Circadian Rhythm/physiology , Drosophila Proteins/genetics , Animals, Genetically Modified
8.
Trends Ecol Evol ; 37(12): 1092-1103, 2022 12.
Article in English | MEDLINE | ID: mdl-36058767

ABSTRACT

Plasticity-led evolution is central to evolutionary theory. Although challenging to study in nature, this process may be particularly apparent in novel environments such as cities. We document abundant evidence of plastic behavioral changes in urban animals, including learning, contextual, developmental, and transgenerational plasticities. Using behavioral drive as a conceptual framework, our analysis of notable case studies suggests that plastic behaviors, such as altered habitat use, migration, diurnal and seasonal activity, and courtship, can have faciliatory and cascading effects on urban evolution via spatial, temporal, and mate-choice mechanisms. Our findings highlight (i) the need to incorporate behavioral plasticity more formally into urban evolutionary research and (ii) the opportunity provided by urban environments to study behavioral mechanisms of plasticity-led processes.


Subject(s)
Ecosystem , Plastics , Animals , Cities , Biological Evolution
9.
Curr Treat Options Psychiatry ; 9(3): 202-214, 2022.
Article in English | MEDLINE | ID: mdl-35756696

ABSTRACT

Purpose of Review: Exposure to potentially morally injurious events (PMIEs) and the development of moral injury have yet to be conceptualized as they relate to social determinants of health (SDoH).Recent Findings.In this paper, the extant literature on moral injury and SDoH is reviewed. Specific individual-level SDoH, including gender, sex, sexual orientation, race, and ethnicity, are explored relative to PMIEs and moral injury. The relationship among environmental SDoH, including childhood environment, justice involvement, and homelessness, is described. Summary: Assessment and treatment implications are discussed, and future research directions highlighting the need for additional work addressing health inequities in moral injury are presented.

10.
Foods ; 11(9)2022 May 04.
Article in English | MEDLINE | ID: mdl-35564057

ABSTRACT

This study tested the efficacy of a pond polyculture intervention with farming households in northern Zambia. Longitudinal data on fish consumption and the associated nutrient intake of households (N = 57) were collected over a six-month period (September 2019-March 2020). One group of people tested the intervention while another group that practiced monoculture tilapia farming, and a third group that did not practice aquaculture, acted as control groups. A similar quantity of fish was consumed on average; however, the associated nutrient intake differed, based on the quantity and type of species consumed, particularly for those who had access to pelagic small fish from capture fisheries. There was a decrease in fish consumption from December onward due to fisheries management restrictions. The ponds provided access to micronutrient-rich fish during this time. Pond polyculture can act as a complementary source of fish to capture fisheries that are subjected to seasonal controls, as well as to households that farm tilapia. Assessments of how aquatic foods can improve food and nutrition security often separate aquaculture and capture fisheries, failing to account for people who consume fish from diverse sources simultaneously. A nutrition-sensitive approach thus places food and nutrition security, and consumers, at the center of the analysis.

11.
Tomography ; 8(2): 1005-1023, 2022 04 02.
Article in English | MEDLINE | ID: mdl-35448715

ABSTRACT

Advances in accelerated magnetic resonance imaging (MRI) continue to push the bounds on achievable spatial and temporal resolution while maintaining a clinically acceptable image quality. Validation tools, including numerical simulations, are needed to characterize the repeatability and reproducibility of such methods for use in quantitative imaging applications. We describe the development of a simulation framework for analyzing and optimizing accelerated MRI acquisition and reconstruction techniques used in dynamic contrast enhanced (DCE) breast imaging. The simulation framework, in the form of a digital reference object (DRO), consists of four modules that control different aspects of the simulation, including the appearance and physiological behavior of the breast tissue as well as the MRI acquisition settings, to produce simulated k-space data for a DCE breast exam. The DRO design and functionality are described along with simulation examples provided to show potential applications of the DRO. The included simulation results demonstrate the ability of the DRO to simulate a variety of effects including the creation of simulated lesions, tissue enhancement modeled by the generalized kinetic model, T1-relaxation, fat signal precession and saturation, acquisition SNR, and changes in temporal resolution.


Subject(s)
Contrast Media , Magnetic Resonance Imaging , Breast/diagnostic imaging , Computer Simulation , Magnetic Resonance Imaging/methods , Reproducibility of Results
13.
Dermatol Online J ; 28(5)2022 Oct 15.
Article in English | MEDLINE | ID: mdl-36809128

ABSTRACT

BACKGROUND: Patients with psychiatric dermatoses may be high users of healthcare, especially emergency services. A dermatology urgent care model may reduce healthcare utilization in this population. OBJECTIVE: To determine whether a dermatology urgent care model can reduce healthcare utilization among patients with psychiatric dermatoses. METHODS: We conducted a retrospective chart review of patients seen in dermatology urgent care at Oregon Health and Science University between 2018 and 2020 with diagnoses of Morgellons disease and neurotic excoriations. Rates of diagnosis-related healthcare visits and emergency department visits were annualized before and during engagement with the dermatology department. Rates were compared using paired t-tests. RESULTS: We found an 88.0% reduction in annual rates of healthcare visits (P<0.001) and 77.0% reduction in emergency room visits (P<0.003). Results were unchanged when controlled for gender identity, diagnosis, and substance use. LIMITATIONS: We could not account for healthcare use not included in electronic health record. CONCLUSION: Urgent care models in dermatology may reduce overuse of healthcare and emergency services among patients with psychiatric dermatoses.


Subject(s)
Dermatology , Skin Diseases , Humans , Male , Female , Retrospective Studies , Gender Identity , Delivery of Health Care , Patient Acceptance of Health Care , Ambulatory Care , Skin Diseases/epidemiology
14.
Indian J Crit Care Med ; 26(7): 836-838, 2022 Jul.
Article in English | MEDLINE | ID: mdl-36864870

ABSTRACT

Background: Deliberate self-harm (DSH) in developing nations has a significant impact on health and economic conditions of patients and families. Materials and methods: This retrospective study aims to study the cost of hospitalization and the factors affecting the cost of medical care. Adult patients with a diagnosis of DSH were included. Results: A total of 107 patients were included with the most common type of poison consumed being pesticides (35.5%) followed by a tablet overdose (31.8%). There was a male preponderance with a mean (SD) age of 30.04 (9.03) years. The median cost of admission was ₹13,690 (USD 195.57); DSH with pesticide increased the cost of care by 67% as compared to non-pesticides. Other factors which increased the cost were need for intensive care, ventilation, use of vasopressors, and development of ventilator-associated pneumonia (VAP). Conclusions: Pesticide-based poisoning is the most frequent cause of DSH. Among different types of DSH, pesticide poisoning is associated with a higher direct cost of hospitalization. How to cite this article: Barnabas R, Yadav B, Jayakaran J, Gunasekaran K, Johnson J, Pichamuthu K, et al. Direct Costs of Healthcare among Patients with Deliberate Self-harm: A Pilot Study from a Tertiary Care Hospital in South India. Indian J Crit Care Med 2022;26(7):836-838.

15.
Acad Pediatr ; 22(1): 12-16, 2022.
Article in English | MEDLINE | ID: mdl-34411766

ABSTRACT

BACKGROUND: The coronavirus disease 2019 pandemic forced residency programs to adapt teaching to the virtual arena. Objective Structured Teaching Exercises (OSTEs) are a simulation-based session we previously implemented in our in-person pediatric curriculum. We aimed to assess feasibility of and resident satisfaction with the transition to virtual learning for simulation-based OSTEs. METHODS: The pediatrics residency program at our hospital has a weekly academic half-day for residents where the OSTEs were held annually in person 2018 to 2019 and virtually in 2020. Surveys were collected from participating residents and faculty to compare teaching experience, feedback quality, and satisfaction with the session. RESULTS: Over 3 academic years, there were 159 total teaching sessions, 3 of which were OSTEs. The OSTE session was highly rated each year and was the second highest rated virtual session. Residents felt the OSTEs improved their teaching regardless of the virtual versus in-person platform (P = .77), and the quality of feedback as rated by the resident teacher was higher for virtual sessions (P < .001). CONCLUSIONS: Transitioning the OSTE to a virtual platform was both feasible and effective when compared to the in-person OSTE. In the transition to virtual learning, educators should consider opportunities for simulation-based teaching such as OSTEs.


Subject(s)
COVID-19 , Internship and Residency , Child , Curriculum , Education, Medical, Graduate , Humans , SARS-CoV-2 , Teaching
16.
Magn Reson Med ; 87(4): 1742-1757, 2022 04.
Article in English | MEDLINE | ID: mdl-34775638

ABSTRACT

PURPOSE: To introduce proton density water fraction (PDWF) as a confounder-corrected (CC) MR-based biomarker of mammographic breast density, a known risk factor for breast cancer. METHODS: Chemical shift encoded (CSE) MR images were acquired using a low flip angle to provide proton density contrast from multiple echo times. Fat and water images, corrected for known biases, were produced by a six-echo CC CSE-MRI algorithm. Fibroglandular tissue (FGT) volume was calculated from whole-breast segmented PDWF maps at 1.5T and 3T. The method was evaluated in (1) a physical fat-water phantom and (2) normal volunteers. Results from two- and three-echo CSE-MRI methods were included for comparison. RESULTS: Six-echo CC-CSE-MRI produced unbiased estimates of the total water volume in the phantom (mean bias 3.3%) and was reproducible across protocol changes (repeatability coefficient [RC] = 14.8 cm3 and 13.97 cm3 at 1.5T and 3.0T, respectively) and field strengths (RC = 51.7 cm3 ) in volunteers, while the two- and three-echo CSE-MRI approaches produced biased results in phantoms (mean bias 30.7% and 10.4%) that was less reproducible across field strengths in volunteers (RC = 82.3 cm3 and 126.3 cm3 ). Significant differences in measured FGT volume were found between the six-echo CC-CSE-MRI and the two- and three-echo CSE-MRI approaches (p = 0.002 and p = 0.001, respectively). CONCLUSION: The use of six-echo CC-CSE-MRI to create unbiased PDWF maps that reproducibly quantify FGT in the breast is demonstrated. Further studies are needed to correlate this quantitative MR biomarker for breast density with mammography and overall risk for breast cancer.


Subject(s)
Breast Density , Protons , Humans , Magnetic Resonance Imaging/methods , Reproducibility of Results , Water
17.
Vet Clin North Am Small Anim Pract ; 51(4): 765-778, 2021 Jul.
Article in English | MEDLINE | ID: mdl-34059255

ABSTRACT

Working dogs pose unique concerns and challenges to the veterinary practitioner. In this article, the authors review the best practices and clinical pearls for anesthetizing working dogs for both routine and emergent procedures.


Subject(s)
Anesthetics , Working Dogs , Animals , Dogs
18.
Sci Adv ; 7(20)2021 05.
Article in English | MEDLINE | ID: mdl-33980491

ABSTRACT

Organisms make decisions based on the information they gather from their environment, the effects of which affect their fitness. Understanding how these interactions affect physiology may generate interventions that improve the length and quality of life. Here, we provide evidence that exposure to live yeast volatiles during starvation significantly extends survival, increases activity, and slows the rate of triacylglyceride (TAG) decline independent of canonical sensory perception. We demonstrate that ethanol (EtOH) is one of the active components in yeast volatiles that influences these phenotypes and that EtOH metabolites mediate dynamic mechanisms to promote Drosophila survival. Silencing R4d neurons reverses the ability of high EtOH concentrations to promote starvation survival, and their activation promotes EtOH metabolism. The transcription factor foxo promotes EtOH resistance, likely by protection from EtOH toxicity. Our results suggest that food-related cues recruit neural circuits and modulate stress signaling pathways to promote survival during starvation.


Subject(s)
Drosophila Proteins , Starvation , Animals , Drosophila , Drosophila Proteins/genetics , Ethanol , Quality of Life , Saccharomyces cerevisiae
19.
JAMA Dermatol ; 157(3): 330-337, 2021 03 01.
Article in English | MEDLINE | ID: mdl-33533921

ABSTRACT

Importance: Shared decision-making (SDM) can improve the quality of care for patients. The extent to which this tool has been used and the evidence supporting its use in dermatology have not been systematically examined. Objective: To perform a scoping review of the literature regarding SDM in dermatology. Evidence Review: Searches of Ovid MEDLINE, PsycINFO, PsycARTICLES, Sciverse Scopus, and EBM Reviews were conduced on July 11, 2019, and March 6, 2020. There were no limits on date, type of article, language, or subject for the initial search. A total of 1673 titles and abstracts were screened by 2 independent reviewers in the Covidence mixed-methods platform. Forty-one full-text studies were assessed for eligibility. For inclusion, articles needed to include a dermatologic diagnosis as well as discussion of SDM or patient decision aids. Two independent reviewers screened 29 full-text articles for inclusion and extracted qualitative data using a set of 26 predefined codes. Qualitative coding was applied to excerpts to categorize the article, define and describe advantages and disadvantages of SDM, understand patient and physician requests for SDM, and discuss methods of implementation. Findings: Despite a small number of articles on SDM (n = 29) in dermatology, the selected literature provided consistent messages regarding the importance of SDM for dermatology and a number of strategies and tools for implementation. Medical dermatology was the most common subspecialty studied, with melanoma, psoriasis, and connective tissue diseases most examined. Only 5 publications introduced SDM tools specifically for dermatologic conditions; of these, only 2 tools were validated. Barriers to implementation that were cited included time and a lack of training for clinicians, although the literature also provided potential solutions to these issues. All articles emphasized the value of SDM for both patients and physicians. Conclusions and Relevance: The literature regarding SDM in dermatology consistently suggests that it is a useful tool for providing patient-centered care. Established tools have been proposed since 2012. More research is needed to implement better practices, especially in dermatologic subspecialties. However, there are substantial suggestions from the literature for strategies and tools with which to begin a shared decision-making practice.


Subject(s)
Decision Making, Shared , Dermatology/standards , Quality of Health Care , Humans , Patient-Centered Care/standards , Skin Diseases/therapy
20.
J Am Coll Radiol ; 18(7): 992-999, 2021 07.
Article in English | MEDLINE | ID: mdl-33607067

ABSTRACT

PURPOSE: Incidental pulmonary embolism (IPE) can be found on body CT. The aim of this study was to evaluate the feasibility of using artificial intelligence to identify missed IPE on a large number of CT examinations. METHODS: This retrospective analysis included all single-phase chest, abdominal, and pelvic (CAP) and abdominal and pelvic (AP) CT examinations performed at a single center over 1 year, for indications other than identification of PE. Proprietary visual classification and natural language processing software was used to analyze images and reports from all CT examinations, followed by a two-step human adjudication process to classify cases as true positive, false positive, true negative, or false negative. Descriptive statistics were assessed for prevalence of IPE and features (subsegmental versus central, unifocal versus multifocal, right heart strain or not) of missed IPE. Interrater agreement for radiologist readers was also calculated. RESULTS: A total of 11,913 CT examinations (6,398 CAP, 5,515 AP) were included. Thirty false-negative examinations were identified on CAP (0.47%; 95% confidence interval [CI], 0.32%-0.67%) and nineteen false-negative studies on AP (0.34%; 95% CI, 0.21%-0.54%) studies. During manual review, readers showed substantial agreement for identification of IPE on CAP (κ = 0.76; 95% CI, 0.66-0.86) and nearly perfect agreement for identification of IPE on AP (κ = 0.86; 95% CI, 0.76-0.97). Forty-nine missed IPEs (0.41%; 95% CI, 0.30%-0.54%) were ultimately identified, compared with seventy-nine IPEs (0.66%; 95% CI, 0.53%-0.83%) identified at initial clinical interpretation. CONCLUSIONS: Artificial intelligence can efficiently analyze CT examinations to identify potential missed IPE. These results can inform peer-review efforts and quality control and could potentially be implemented in a prospective fashion.


Subject(s)
Artificial Intelligence , Pulmonary Embolism , Humans , Prevalence , Prospective Studies , Pulmonary Embolism/diagnostic imaging , Pulmonary Embolism/epidemiology , Quality Improvement , Retrospective Studies , Tomography, X-Ray Computed
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