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1.
J Hazard Mater ; 470: 134269, 2024 May 15.
Artigo em Inglês | MEDLINE | ID: mdl-38613952

RESUMO

Mercury (Hg) is one of the most widespread pollutants that pose serious threats to public health and the environment. People are inevitably exposed to Hg via different routes, such as respiration, dermal contact, drinking or diet. Hg poisoning could cause gingivitis, inflammation, vomiting and diarrhea, respiratory distress or even death. Especially during the developmental stage, there is considerable harm to the brain development of young children, causing serious symptoms such as intellectual disability and motor impairments, and delayed neural development. Therefore, it's of great significance to develop a specific, quick, practical and labor-saving assay for monitoring Hg2+. Herein, a mitochondria-targeted dual (excitation 700 nm and emission 728 nm) near-infrared (NIR) fluorescent probe JZ-1 was synthesized to detect Hg2+, which is a turn-on fluorescent probe designed based on the rhodamine fluorophore thiolactone, with advantages of swift response, great selectivity, and robust anti-interference capability. Cell fluorescence imaging results showed that JZ-1 could selectively target mitochondria in HeLa cells and monitor exogenous Hg2+. More importantly, JZ-1 has been successfully used to monitor gastrointestinal damage of acute mercury poisoning in a drug-induced mouse model, which provided a great method for sensing Hg species in living subjects, as well as for prenatal diagnosis.


Assuntos
Corantes Fluorescentes , Intoxicação por Mercúrio , Mercúrio , Mitocôndrias , Corantes Fluorescentes/química , Mitocôndrias/efeitos dos fármacos , Humanos , Animais , Células HeLa , Intoxicação por Mercúrio/diagnóstico por imagem , Mercúrio/toxicidade , Imagem Óptica , Camundongos , Trato Gastrointestinal/efeitos dos fármacos , Trato Gastrointestinal/diagnóstico por imagem , Trato Gastrointestinal/metabolismo , Feminino , Gastroenteropatias/diagnóstico por imagem , Gastroenteropatias/induzido quimicamente , Rodaminas/química , Rodaminas/toxicidade
5.
BMC Gastroenterol ; 24(1): 47, 2024 Jan 24.
Artigo em Inglês | MEDLINE | ID: mdl-38267863

RESUMO

BACKGROUND: Functional gastrointestinal disorders (FGIDs) are closely related to disorders of brain-gut interaction. FGIDs are the dominant disease of acupuncture treatment, which can improve the symptoms and emotional state. AIM: To evaluate the results and quality of the available clinical evidence and to summarize the central mechanism and effect of acupuncture on FGIDs. METHODS: PubMed, EMBASE, Web of science, Cochrane Library, China National Knowledge Infrastructure (CNKI) were searched by computer to collect the randomized controlled trials (RCTs), which contained central mechanisms via fMRI research of acupuncture in the treatment of FGIDs patients. The search time limit was from the establishment of the database to June 22, 2022. Two researchers independently screened the literature, extracted data, and evaluated the quality. RESULTS: Ten RCTs involving fMRI data were included in this study, including 4 Functional dyspepsia (FD) studies, 3 irritable bowel syndrome (IBS) studies, and 3 functional constipation (FC) studies. The score of improvements in both gastrointestinal symptoms and psychological symptoms showed that acupuncture could significantly improve the clinical symptoms of FGIDs patients, including abdominal pain, abdominal distension, frequency of defecation, and stool characteristics, and could relieve anxiety and depression symptoms of patients. Acupuncture could regulate brain functional connections and functional activity in FGIDs patients, mainly including insula, anterior cingulate cortex, prefrontal cortex, thalamus, hippocampus, amygdala and other brain regions. CONCLUSION: Acupuncture can improve gastrointestinal symptoms and psychological status in FGIDs patients, and regulate functional connectivity and activity of brain regions such as insula, ACC, PFC, thalamus, HIPP, amygdala, etc. These changes in brain activity may related to visceral sensation, pain regulation, emotion, but further studies of high quality are still necessary.


Assuntos
Terapia por Acupuntura , Gastroenteropatias , Humanos , Dor Abdominal , Ansiedade/terapia , Gastroenteropatias/diagnóstico por imagem , Gastroenteropatias/terapia , Síndrome do Intestino Irritável
6.
Curr Probl Diagn Radiol ; 53(2): 259-270, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-37923635

RESUMO

Autoimmune gastrointestinal (GI) disorders comprise a heterogeneous group of diseases with non-specific clinical manifestations. These are divided into primary and secondary. A high index of clinical suspicion complemented with endoscopic and radiological imaging may allow early diagnosis. Due to the relatively low incidence of autoimmune disorder, the imaging literature is sparse. In this review, we outline the pathogenesis, classification, and imaging appearances of autoimmune GI disorders.


Assuntos
Gastroenteropatias , Trato Gastrointestinal , Humanos , Trato Gastrointestinal/diagnóstico por imagem , Gastroenteropatias/diagnóstico por imagem , Endoscopia/métodos , Radiografia , Diagnóstico por Imagem/métodos , Endoscopia Gastrointestinal/métodos
7.
Rev. esp. enferm. dig ; 115(12): 713-714, Dic. 2023. ilus
Artigo em Espanhol | IBECS | ID: ibc-228707

RESUMO

El conducto onfalomesentérico es una estructura embrionaria que comunica el saco vitelino con el intestino medio, generalmente desapareciendo entre la quinta y la novena semanas de vida intrauterina. La persistencia del conducto onfalomesentérico, presente hasta en un 2% de la población, es una anomalía congénita del tracto gastrointestinal que puede presentarse en forma de abdomen agudo, oclusión intestinal o hemorragia digestiva.(AU)


Assuntos
Humanos , Feminino , Adulto Jovem , Abdome Agudo/diagnóstico , Ducto Vitelino , Gastroenteropatias/complicações , Gastroenteropatias/diagnóstico por imagem , Trato Gastrointestinal/cirurgia , Apêndice/cirurgia , Pacientes Internados , Exame Físico , Dor Abdominal , Emergências , Apendicectomia
8.
Int J Nanomedicine ; 18: 4143-4170, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37525691

RESUMO

The diagnosis of gastrointestinal (GI) diseases currently relies primarily on invasive procedures like digestive endoscopy. However, these procedures can cause discomfort, respiratory issues, and bacterial infections in patients, both during and after the examination. In recent years, nanomedicine has emerged as a promising field, providing significant advancements in diagnostic techniques. Nanoprobes, in particular, offer distinct advantages, such as high specificity and sensitivity in detecting GI diseases. Integration of nanoprobes with advanced imaging techniques, such as nuclear magnetic resonance, optical fluorescence imaging, tomography, and optical correlation tomography, has significantly enhanced the detection capabilities for GI tumors and inflammatory bowel disease (IBD). This synergy enables early diagnosis and precise staging of GI disorders. Among the nanoparticles investigated for clinical applications, superparamagnetic iron oxide, quantum dots, single carbon nanotubes, and nanocages have emerged as extensively studied and utilized agents. This review aimed to provide insights into the potential applications of nanoparticles in modern imaging techniques, with a specific focus on their role in facilitating early and specific diagnosis of a range of GI disorders, including IBD and colorectal cancer (CRC). Additionally, we discussed the challenges associated with the implementation of nanotechnology-based GI diagnostics and explored future prospects for translation in this promising field.


Assuntos
Gastroenteropatias , Neoplasias Gastrointestinais , Doenças Inflamatórias Intestinais , Nanopartículas , Nanotubos de Carbono , Humanos , Gastroenteropatias/diagnóstico por imagem , Neoplasias Gastrointestinais/diagnóstico por imagem , Doenças Inflamatórias Intestinais/diagnóstico por imagem
9.
Bone Marrow Transplant ; 58(9): 973-979, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-37537245

RESUMO

Acute gastrointestinal graft versus host disease (GI-GVHD) is a common complication following allogeneic haematopoietic cell transplantation (HCT), and is characterised by severe morbidity, frequent treatment-refractoriness, and high mortality. Early, accurate identification of GI-GVHD could allow for therapeutic interventions to ameliorate its severity, improve response rates and survival; however, standard endoscopic biopsy is inadequately informative in terms of diagnostic sensitivity or outcome prediction. In an era where rapid technological and laboratory advances have dramatically expanded our understanding of GI-GVHD biology and potential therapeutic targets, there is substantial scope for novel investigations that can precisely guide GI-GVHD management. In particular, the combination of tissue-based biomarker assessment (plasma cytokines, faecal microbiome) and molecular imaging by positron emission tomography (PET) offers the potential for non-invasive, real-time in vivo assessment of donor:recipient immune activity within the GI tract for GI-GVHD prediction or diagnosis. In this article, we review the evidence regarding GI-GVHD diagnosis, and examine the potential roles and translational opportunities posed by these novel diagnostic tools, with a focus on the evolving role of PET.


Assuntos
Gastroenteropatias , Doença Enxerto-Hospedeiro , Transplante de Células-Tronco Hematopoéticas , Humanos , Doença Enxerto-Hospedeiro/diagnóstico por imagem , Doença Enxerto-Hospedeiro/etiologia , Transplante de Células-Tronco Hematopoéticas/efeitos adversos , Trato Gastrointestinal/diagnóstico por imagem , Tomografia por Emissão de Pósitrons/efeitos adversos , Biópsia/efeitos adversos , Doença Aguda , Gastroenteropatias/diagnóstico por imagem , Gastroenteropatias/etiologia
10.
Int J Med Inform ; 177: 105142, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-37422969

RESUMO

BACKGROUND: Gastrointestinal (GI) infections are quite common today around the world. Colonoscopy or wireless capsule endoscopy (WCE) are noninvasive methods for examining the whole GI tract for abnormalities. Nevertheless, it requires a great deal of time and effort for doctors to visualize a large number of images, and diagnosis is prone to human error. As a result, developing automated artificial intelligence (AI) based GI disease diagnosis methods is a crucial and emerging research area. AI-based prediction models may lead to improvements in the early diagnosis of gastrointestinal disorders, assessing severity, and healthcare systems for the benefit of patients as well as clinicians. The focus of this research is on the early diagnosis of gastrointestinal diseases using a convolution neural network (CNN) to enhance diagnosis accuracy. METHODS: Various CNN models (baseline model and using transfer learning (VGG16, InceptionV3, and ResNet50)) were trained on a benchmark image dataset, KVASIR, containing images from inside the GI tract using n-fold cross-validation. The dataset comprises images of three disease states-polyps, ulcerative colitis, and esophagitis-as well as images of the healthy colon. Data augmentation strategies together with statistical measures were used to improve and evaluate the model's performance. Additionally, the test set comprising 1200 images was used to evaluate the model's accuracy and robustness. RESULTS: The CNN model using the weights of the ResNet50 pre-trained model achieved the highest average accuracy of approximately 99.80% on the training set (100% precision and approximately 99% recall) and accuracies of 99.50% and 99.16% on the validation and additional test set, respectively, while diagnosing GI diseases. When compared to other existing systems, the proposed ResNet50 model outperforms them all. CONCLUSION: The findings of this study indicate that AI-based prediction models using CNNs, specifically ResNet50, can improve diagnostic accuracy for detecting gastrointestinal polyps, ulcerative colitis, and esophagitis. The prediction model is available at https://github.com/anjus02/GI-disease-classification.git.


Assuntos
Colite Ulcerativa , Aprendizado Profundo , Esofagite , Gastroenteropatias , Humanos , Inteligência Artificial , Gastroenteropatias/diagnóstico por imagem , Endoscopia
13.
Rev Esp Enferm Dig ; 115(5): 223-224, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-37114390

RESUMO

Gastrointestinal (GI) Endoscopy is a basic competence for the management of gastrointestinal diseases. However, it should not be regarded as an independent training technique. Rather it is a part of a continuous and accredited process that requires clinical knowledge from the gastroenterologist to keep skills up-to-date in a constantly evolving medical subspecialty. Thus, the only official accredited way for training in GI endoscopy is through the Specialized Health Training program in the Management of the Digestive Diseases administered by the Spanish Ministry of Health.


Assuntos
Gastroenterologistas , Gastroenteropatias , Humanos , Endoscopia Gastrointestinal/métodos , Currículo , Gastroenteropatias/diagnóstico por imagem , Gastroenteropatias/terapia , Competência Clínica
14.
J Small Anim Pract ; 64(7): 463-476, 2023 07.
Artigo em Inglês | MEDLINE | ID: mdl-36990464

RESUMO

OBJECTIVES: In cats, although ultrasonography remains the preferred modality to evaluate the gastrointestinal tract, computed tomographic (CT) examination of the abdomen is commonly performed. However, a normal description of the gastrointestinal tract is lacking. This study describes the conspicuity and contrast enhancement pattern of the normal gastrointestinal tract in cats using dual-phase CT. MATERIALS AND METHODS: Pre- and dual-phase postcontrast (early scan at 30 seconds and late scan mean at 84 seconds) abdominal CT exams of 39 cats without history, clinical signs or diagnosis of gastrointestinal disease were reviewed. The gastrointestinal tract was examined for conspicuity and enhancement pattern using commercially available viewing software (Osirix, v.6.5.2), and diameters of 16 gastrointestinal segments were recorded and compared with published radiographic and ultrasonographic reference values. RESULTS: Of the 624 gastrointestinal segments, 530 (84.9%) were identified on precontrast studies and 545 (87.3%) segments on postcontrast studies. Of the gastrointestinal wall segments, 257 (41.2%) were identified on precontrast studies and 314 (50.3%) on postcontrast studies. Gastrointestinal segment diameters correlated well with published normal values, whereas wall thickness measurements usually were smaller compared with sonographic normal values. Early mucosal surface enhancement was frequently seen in the gastric cardia and fundus and ileocolic junction, and a mainly transmural wall enhancement in other gastrointestinal segments. CLINICAL SIGNIFICANCE: Dual-phase CT allows for the identification of gastrointestinal tract segments and walls in cats. Contrast enhancement improves conspicuity and demonstrates wall layering in the cardia, fundus and ileocolic junction.


Assuntos
Doenças do Gato , Gastroenteropatias , Gatos , Animais , Tomografia Computadorizada por Raios X/veterinária , Tomografia Computadorizada por Raios X/métodos , Gastroenteropatias/diagnóstico por imagem , Gastroenteropatias/veterinária , Abdome , Ultrassonografia/veterinária , Doenças do Gato/diagnóstico por imagem
15.
JPEN J Parenter Enteral Nutr ; 47(3): 429-436, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36609803

RESUMO

BACKGROUND: Gastrointestinal (GI) dysfunction is common in the intensive care unit (ICU), although there is no consensus on biomarkers of GI dysfunction. We aimed to evaluate ultrasound-based gastric antrum measurements and serum intestinal fatty acid-binding protein (IFABP) and citrulline levels in relation to GI dysfunction in critically ill patients. METHODS: Adult critically ill patients receiving enteral nutrition and stayed for in the ICU for ≥48 h was included. GI dysfunction was described using Gastrointestinal Dysfunction Score (GIDS). Gastric antrum measurements, including craniocaudal (CC) diameter, anteroposterior diameter, and antral-cross sectional area (CSA), as well as serum levels for IFABP and citrulline, were prospectively recorded at baseline and on day 3 and day 5 of enteral nutrition. The receiver operating characteristic (ROC) analysis was performed to evaluate gastric ultrasound parameters, serum IFABP, and citrulline concentrations in predicting GI dysfunction. RESULTS: Thirty-nine participants with a median age of 60 years were recruited and 46.2% of participants had GI dysfunction. ROC analysis revealed that the cutoff value of CSA score to predict GI dysfunction was 4.48 cm2 , which provided 72.7% sensitivity and 77.2% specificity (area under the curve = 0.768, 95% CI: 0.555-0.980). At baseline, gastric residual volume was highly correlated with CC diameter and CSA (r = 0.764, P < 0.001 and r = 0.675, P < 0.001, respectively). Serum IFABP and citrulline levels had no correlation with GI dysfunction or gastric ultrasound parameters (P > 0.05). CONCLUSION: CSA was associated with GI dysfunction in critically ill patients. Serum IFABP and citrulline concentrations were poor in predicting GI dysfunction.


Assuntos
Citrulina , Proteínas de Ligação a Ácido Graxo , Gastroenteropatias , Estômago , Adulto , Humanos , Pessoa de Meia-Idade , Citrulina/sangue , Citrulina/química , Estado Terminal , Proteínas de Ligação a Ácido Graxo/sangue , Proteínas de Ligação a Ácido Graxo/química , Gastroenteropatias/diagnóstico , Gastroenteropatias/diagnóstico por imagem , Gastroenteropatias/metabolismo , Unidades de Terapia Intensiva , Estudos Prospectivos , Estômago/diagnóstico por imagem , Estômago/patologia , Ultrassonografia
16.
J Med Ultrason (2001) ; 50(3): 285-310, 2023 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-36087155

RESUMO

The standard diagnostic modalities for gastrointestinal (GI) diseases have long been endoscopy and barium enema. Recently, trans-sectional imaging modalities, such as computed tomography and magnetic resonance imaging, have become increasingly utilized in daily practice. In transabdominal ultrasonography (US), the bowel sometimes interferes with the observation of abdominal organs. Additionally, the thin intestinal walls and internal gas can make structures difficult to identify. However, under optimal US equipment settings, with identification of the sonoanatomy and knowledge of the US findings of GI diseases, US can be used effectively to diagnose GI disorders. Thus, the efficacy of GIUS has been gradually recognized, and GIUS guidelines have been published by the World Federation for Ultrasound in Medicine and Biology and the European Federation of Societies for Ultrasound in Medicine and Biology. Following a systematic scanning method according to the sonoanatomy and precisely estimating the layered wall structures by employing color Doppler make diagnosing disease and evaluating the degree of inflammation possible. This review describes current GIUS practices from an equipment perspective, a procedure for systematic scanning, typical findings of the normal GI tract, and 10 diagnostic items in an attempt to help medical practitioners effectively perform GIUS and promote the use of GIUS globally.


Assuntos
Gastroenteropatias , Humanos , Ultrassonografia/métodos , Gastroenteropatias/diagnóstico por imagem , Tomografia Computadorizada por Raios X , Imageamento por Ressonância Magnética
17.
Int J Mol Sci ; 23(24)2022 Dec 17.
Artigo em Inglês | MEDLINE | ID: mdl-36555749

RESUMO

Gastrointestinal disease is prevalent and broad, manifesting itself in a variety of ways, including inflammation, fibrosis, infection, and cancer. However, historically, diagnostic technologies have exhibited limitations, especially with regard to diagnostic uncertainty. Despite development of newly emerging technologies such as optoacoustic imaging, many recent advancements have focused on improving upon pre-existing modalities such as ultrasound, computed tomography, magnetic resonance imaging, and endoscopy. These advancements include utilization of machine learning models, biomarkers, new technological applications such as diffusion weighted imaging, and new techniques such as transrectal ultrasound. This review discusses assessment of disease processes using imaging strategies for the detection and monitoring of inflammation, fibrosis, and cancer in the context of gastrointestinal disease. Specifically, we include ulcerative colitis, Crohn's disease, diverticulitis, celiac disease, graft vs. host disease, intestinal fibrosis, colorectal stricture, gastric cancer, and colorectal cancer. We address some of the most recent and promising advancements for improvement of gastrointestinal imaging, including unique discussions of such advancements with regard to imaging of fibrosis and differentiation between similar disease processes.


Assuntos
Gastroenteropatias , Neoplasias , Humanos , Inflamação/diagnóstico por imagem , Tomografia Computadorizada por Raios X , Imageamento por Ressonância Magnética/métodos , Gastroenteropatias/diagnóstico por imagem , Endoscopia Gastrointestinal/métodos , Fibrose
18.
Artigo em Inglês | MEDLINE | ID: mdl-36577538

RESUMO

Endoscopic ultrasound (EUS) was born from the combination of a high-frequency ultrasound probe with an endoscope to assess in detail the walls of the upper and lower gastrointestinal tract and surrounding organs and structures. The subsequent possibility of EUS-guided tissue acquisition has rapidly established the irreplaceable role of EUS in the management of a wide range of benign and malignant gastrointestinal diseases. The actual diagnostic armamentarium involving fine-Doppler, elastography, and contrast enhancement has significantly improved its diagnostic yield, which could be even more refined by newer ways of interrogating data and images, such as artificial intelligence. Technological development (e.g., new echendoscopes, larger operative channels, special-design needles, lumen apposing metal stents, and dedicated biliary stents) and the clinical need for new, more effective, and less-invasive procedures has rapidly evolved EUS from a purely diagnostic tool to a therapeutic modality, that is making increasingly outdated some surgical or radiological procedures that have hitherto been considered standard of care.


Assuntos
Inteligência Artificial , Gastroenteropatias , Humanos , Gastroenteropatias/diagnóstico por imagem , Gastroenteropatias/terapia , Endossonografia/métodos
19.
Arq Gastroenterol ; 59(4): 456-461, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36515337

RESUMO

BACKGROUND: Endoscopic ultrasonography is used in the diagnosis and treatment of digestive diseases in adults. In children, its use is limited due to a lack of available expertise. OBJECTIVE: This study aimed to evaluate the clinical impact of endoscopic ultrasonography on diagnostic and therapeutic strategy changes in pediatric patients. METHODS: Over ten years, this study retrospectively and consecutively analyzed children aged ≤18 years who underwent endoscopic ultrasonography because of inconclusive imaging or laboratory tests. The indications, results, occurrence of adverse events, and clinical impact of the procedures were analyzed. The clinical impact was classified as major (when the findings led to changes in diagnosis and management), minor (change in diagnosis but not in management), or none (no change in diagnosis or management). RESULTS: Overall, 107 children [77 (72%) of whom were female; mean age: 11.7 ± 4 years] underwent upper [102 (95.3%)] and lower [5 (4.7%)] endoscopic ultrasonography; 64 (58%) patients underwent diagnostic endoscopic ultrasonography, and 43 (42%) underwent interventional endoscopic ultrasonography. Endoscopic ultrasonography was used to investigate pancreaticobiliary, gastric, rectal, esophageal, duodenal, and mediastinal diseases in 81 (76%), 14 (13%), 5 (4.6%), 3 (2.8%), 2 (1.8%), and 2 (1.8%) patients, respectively. The clinical impact was significant in 81% of the children. Major and no clinical impact on pancreaticobiliary, gastrointestinal diseases, and mediastinal masses occurred in 50 (62%) and 13 (16%), 13 (54%) and 9 (37%), and 2 (100%) and 0 (0%) of the patients, respectively. CONCLUSION: This study evaluated the impact of diagnostic and interventional endoscopic ultrasonography in pediatric patients. When clinically and appropriately indicated, these procedures are safe and effective diagnostic or therapeutic interventions in pediatric patients with gastrointestinal or pancreaticobiliary disorders.


Assuntos
Doenças do Sistema Digestório , Gastroenteropatias , Criança , Humanos , Feminino , Adolescente , Masculino , Endossonografia/métodos , Estudos Retrospectivos , Doenças do Sistema Digestório/diagnóstico por imagem , Ultrassonografia de Intervenção , Gastroenteropatias/diagnóstico por imagem , Gastroenteropatias/etiologia
20.
Comput Biol Med ; 150: 106054, 2022 11.
Artigo em Inglês | MEDLINE | ID: mdl-36244302

RESUMO

Gastrointestinal (GI) diseases are serious health threats to human health, and the related detection and treatment of gastrointestinal diseases place a huge burden on medical institutions. Imaging-based methods are one of the most important approaches for automated detection of gastrointestinal diseases. Although deep neural networks have shown impressive performance in a number of imaging tasks, its application to detection of gastrointestinal diseases has not been sufficiently explored. In this study, we propose a novel and practical method to detect gastrointestinal disease from wireless capsule endoscopy (WCE) images by convolutional neural networks. The proposed method utilizes three backbone networks modified and fine-tuned by transfer learning as the feature extractors, and an integrated classifier using ensemble learning is trained to detection of gastrointestinal diseases. The proposed method outperforms existing computational methods on the benchmark dataset. The case study results show that the proposed method captures discriminative information of wireless capsule endoscopy images. This work shows the potential of using deep learning-based computer vision models for effective GI disease screening.


Assuntos
Endoscopia por Cápsula , Gastroenteropatias , Humanos , Redes Neurais de Computação , Endoscopia por Cápsula/métodos , Diagnóstico por Imagem , Gastroenteropatias/diagnóstico por imagem , Aprendizado de Máquina
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