Search results for "LEARNING"

showing 10 items of 6669 documents

Head–Neck Cancer Delineation

2021

Head–Neck Cancer (HNC) has a relevant impact on the oncology patient population and for this reason, the present review is dedicated to this type of neoplastic disease. In particular, a collection of methods aimed at tumor delineation is presented, because this is a fundamental task to perform efficient radiotherapy. Such a segmentation task is often performed on uni-modal data (usually Positron Emission Tomography (PET)) even though multi-modal images are preferred (PET-Computerized Tomography (CT)/PET-Magnetic Resonance (MR)). Datasets can be private or freely provided by online repositories on the web. The adopted techniques can belong to the well-known image processing/computer-vision a…

medicine.medical_specialtyComputer sciencemedicine.medical_treatmentImage processinghead–neck cancer (HNC)Head neck cancerlcsh:Technology030218 nuclear medicine & medical imagingTask (project management)head and neck squamous cell carcinoma (HNSCC)lcsh:Chemistry03 medical and health sciencestumor delineation0302 clinical medicinemedicineGeneral Materials ScienceMedical physicsSegmentationlcsh:QH301-705.5InstrumentationSettore ING-INF/05 - Sistemi Di Elaborazione Delle InformazioniFluid Flow and Transfer Processesmedicine.diagnostic_testlcsh:Tbusiness.industryProcess Chemistry and TechnologyDeep learningsegmentationGeneral EngineeringCT Head and neck squamous cell carcinoma (HNSCC) Head–neck cancer (HNC) MRI Nasopharyngeal cancer (NPC) PET Segmentation Tumor delineationnasopharyngeal cancer (NPC)lcsh:QC1-999Computer Science ApplicationsRadiation therapylcsh:Biology (General)lcsh:QD1-999lcsh:TA1-2040Positron emission tomography030220 oncology & carcinogenesisArtificial intelligenceTomographylcsh:Engineering (General). Civil engineering (General)businesslcsh:PhysicsCTApplied Sciences
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Opioid-induced Lower Esophageal Sphincter Dysfunction

2015

The adverse gastrointestinal effects of opioids have been extensively described in medical literature.1 Their effect takes place mainly on the enteric nervous system, through receptors in the myenteric and submucosal plexuses. There are 3 recognized main opium receptors (μ, δ, and κ) that are expressed in the central and enteric nervous systems, which mediate the gastrointestinal effects.2 The mainly studied adverse gastrointestinal effect of opioids is constipation, due to the greater understanding of opium receptor physiology in the colon.3 However their effect on esophageal motility has seldom been studied. Our study’s objective was to assess esophageal motility, using high-resolution ma…

medicine.medical_specialtyConstipationImage and Learningbusiness.industryGastroenterologyAchalasiamedicine.diseaseDysphagiaGastroenterologymedicine.anatomical_structureEsophageal motility disorderOpioidInternal medicineotorhinolaryngologic diseasesmedicineSphincterHypertoniaNeurology (clinical)medicine.symptombusinessProspective cohort studymedicine.drugJournal of Neurogastroenterology and Motility
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Neural Networks Ensemble for Cyclosporine Concentration Monitoring

2001

This paper proposes the use of neural networks ensemble for predicting the cyclosporine A (CyA)concen tration in kidney transplant patients. In order to optimize clinical outcomes and to reduce the cost associated with patient care, accurate prediction of CyA concentrations is the main objective of therapeutic drug monitoring. Thirty-two renal allograft patients and different factors (age, weight, gender, creatinine and post-transplantation days, together with past dosages and concentrations)w ere studied to obtain the best models. Three kinds of networks (multilayer perceptron, FIR network, Elman recurrent network) and the formation of neural-network ensembles were used. The FIR network, y…

medicine.medical_specialtyCreatininemedicine.diagnostic_testArtificial neural networkComputer sciencebusiness.industryUrologyCiclosporinmedicine.diseaseMachine learningcomputer.software_genreKidney transplantchemistry.chemical_compoundchemistryTherapeutic drug monitoringMultilayer perceptronmedicineRenal allograftArtificial intelligencebusinesscomputerKidney transplantationmedicine.drug
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Radiomics and radiogenomics in head and neck squamous cell carcinoma: Potential contribution to patient management and challenges

2021

Abstract The application of imaging biomarkers in oncology is still in its infancy, but with the expansion of radiomics and radiogenomics a revolution is expected in this field. This may be of special interest in head and neck cancer, since it can promote precision medicine and personalization of treatment by overcoming several intrinsic obstacles in this pathology. Our goal is to provide the medical oncologist with the basis to approach these disciplines and appreciate their main uses in clinical research and clinical practice in the medium term. Aligned with this objective we analyzed the most relevant studies in the field, also highlighting novel opportunities and current challenges.

medicine.medical_specialtyDecision MakingRadiogenomicsPersonalizationMedium termMachine LearningRadiomicsBiomarkers TumormedicineHumansRadiology Nuclear Medicine and imagingMedical physicsPrecision MedicineSquamous Cell Carcinoma of Head and Neckbusiness.industryHead and neck cancerGeneral MedicinePrognosismedicine.diseasePrecision medicineHead and neck squamous-cell carcinomaPatient managementOncologyHead and Neck NeoplasmsbusinessDiagnostic Techniques RadioisotopeCancer Treatment Reviews
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Evaluating the neurotoxic effects of lactational exposure to persistent organic pollutants (POPs) in Spanish children.

2012

Although the brain continues developing in the postnatal period, epidemiological studies on the effects of postnatal exposure to neurotoxic POPs through breast-feeding remain mostly inconclusive. Failure to detect associations between postnatal exposure and health outcomes may stem from the limitations of commonly employed approaches to assess lactational exposure. The aim of the present study was to assess whether lactational exposure to polychlorinated biphenyl-153 (PCB-153), dichlorodiphenyldichloroethylene (DDE), or hexachlorobenzene (HCB) as estimated with a physiologically based pharmacokinetic (PBPK) model, is associated with decrements in mental and psychomotor development scores of…

medicine.medical_specialtyDichlorodiphenyl DichloroethyleneBreastfeedingPhysiologyNeuropsychological TestsToxicologyBayley Scales of Infant DevelopmentModels BiologicalRisk AssessmentDevelopmental psychologychemistry.chemical_compoundChild DevelopmentCognitionPregnancyRisk FactorsEpidemiologymedicineHexachlorobenzeneHumansLactationPsychomotor learningPregnancyMilk Humanbusiness.industryGeneral NeuroscienceAge FactorsInfant NewbornBrainInfantHexachlorobenzenemedicine.diseasePolychlorinated BiphenylsBreast FeedingchemistryDichlorodiphenyldichloroethyleneMaternal ExposureSpainPrenatal Exposure Delayed EffectsLinear ModelsPopulation studyEnvironmental PollutantsFemaleNeurotoxicity SyndromesbusinessPsychomotor PerformanceNeurotoxicology
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Neuro-Psychiatric Alterations in Patients with Diabetic Foot Syndrome

2019

Diabetic Foot Syndrome (DFS) is a common long-term complication of diabetes mellitus. DFS has recently been associated with adverse effects on brain function which could further impair the quality of life of these patients, as well as increase the social and economic burden, morbidity, and premature mortality of the disease. The current knowledge of neuropsychiatric alterations e.g. cognitive impairment, gait disorder, depression, and quality of life in patients with diabetic foot syndrome is summarized. The cognitive domains altered in DFS are executive function, memory, and psychomotor speed. Compared to diabetic patients without DFS, individuals with DFS present gait alterations caused …

medicine.medical_specialtyDiseaseAnxiety03 medical and health sciences0302 clinical medicineQuality of lifeInternal medicineDiabetes mellitusmedicineHumans030212 general & internal medicineAdverse effectDepression (differential diagnoses)PharmacologyPsychomotor learningDepressionbusiness.industryGeneral Neurosciencemedicine.diseaseDiabetic footDiabetic FootQuality of LifeAnxietymedicine.symptomCognition Disordersbusiness030217 neurology & neurosurgeryCNS & Neurological Disorders - Drug Targets
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Epidemiological and virological studies into the poliomyelitis in Valencia (1959-1969)

2009

Studies into the polio virus began in Valencia in 1959 with the work undertaken by the microbiologist Vicente Sanchis-Bayarri Vaillant. After his education at the Rochester University and at the Pasteur Institute, Sanchis-Bayarri Vaillant established a laboratory of cell cultures at the Faculty of Medicine in Valencia, where he developed a new diagnostic technique for the poliomyelitis virus. In addition, epidemiological studies were carried out both prior to and post the 1963 vaccination campaign, which proved that Sabin’s oral vaccine was both effective and safe for use.

medicine.medical_specialtyEpidemiologyUNESCO::LINGÜÍSTICA::Lingüística aplicada::DocumentaciónPoliomielitisPoliomelitiscomplex mixtures:LINGÜÍSTICA::Lingüística aplicada::Documentación [UNESCO]History and Philosophy of ScienceCampañas de vacunaciónAZ20-999medicinePolio virusEpidemiologíaHistory of medicine. Medical expeditionsR131-687Poliomielitis; Poliovirus; Vacunas de la polio; Campañas de vacunación; Epidemiologíabusiness.industryPolio vaccinesPoliovirus Vaccinesmedicine.diseaseVaccination campaignsPoliomyelitisVaccinationPoliomyelitis virusPoliovirusVaccination CampaignsVacunas de la polioFamily medicinePolio virusHistory of scholarship and learning. The humanitiesbusinessPoliomyelitis
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A structured training pathway to implement robot-assisted minimally invasive esophagectomy: the learning curve results from a high-volume center

2019

ABSTRACTTo ensure safe implementation of robot-assisted minimally invasive esophagectomy (RAMIE), the learning process should be optimized. This study aimed to report the results of a surgeon who implemented RAMIE in a German high-volume center by following a tailored and structured training pathway that involved proctoring. Consecutive patients who underwent RAMIE during the course of the program were included from a prospective database. A single surgeon, who had prior experience in conventional MIE, performed all RAMIE procedures. Cumulative sum (CUSUM) learning curves were plotted for the thoracic operating time and intraoperative blood loss. Perioperative outcomes were compared between…

medicine.medical_specialtyEsophageal NeoplasmsCUSUM030204 cardiovascular system & hematologySingle Center03 medical and health sciences0302 clinical medicineRobotic Surgical ProceduresInvasive esophagectomyHumansMinimally Invasive Surgical ProceduresMedicineRobotic surgerybusiness.industryGastroenterologyRoboticsGeneral MedicinePerioperativeEsophageal cancermedicine.diseaseSurgeryEsophagectomyTreatment OutcomeLearning curve030220 oncology & carcinogenesisbusinessComplicationLearning CurveDiseases of the Esophagus
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Experience of medical students mentoring in an acute geriatric unit: Use of evidence-based medicine

2019

International audience; n a retrospective study, we studied the learning experience of second and third year undergraduate medical students in the acute geriatric unit of a University Hospital.Students who did not receive Evidence based medicine (EBM) classes had lower grades than those who did in the final theoretical and practical evaluations (p < .01).Our experience suggested that the implementation of EBM in the curriculum through small, structured semiology courses tailored to the specificities of the elderly improved Evidence based practices for undergraduate medical students. EBM should improve instruction and mentoring during undergraduate students' clinical rotation.

medicine.medical_specialtyEvidence-based medicineStudents MedicalEvidence-based practiceGeriatric rotationhealth care facilities manpower and serviceseducation030204 cardiovascular system & hematologyUnit (housing)Hospitals UniversityLearning experience03 medical and health sciences0302 clinical medicineUndergraduate medical studentsInternal MedicineComputingMilieux_COMPUTERSANDEDUCATIONHumansMedicine030212 general & internal medicineCurriculumRetrospective StudiesMedical educationbusiness.industryMentoringRetrospective cohort studyEvidence-based medicineSemiologyUniversity hospitalhumanitiesImpactGeriatricsCurriculumbusiness[SDV.MHEP]Life Sciences [q-bio]/Human health and pathologyEducation Medical Undergraduate
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Editorial for the Special Issue “Frontiers in Spectral Imaging and 3D Technologies for Geospatial Solutions”

2019

This Special Issue hosts papers on the integrated use of spectral imaging and 3D technologies in remote sensing, including novel sensors, evolving machine learning technologies for data analysis, and the utilization of these technologies in a variety of geospatial applications. The presented results showed improved results when multimodal data was used in object analysis.

medicine.medical_specialtyGeospatial analysisComputer sciencehyperspectral imagingSciencecomputer.software_genrehyperspectral imaging; point cloud; sensor integration; data fusion; machine learning; deep learning; classification; estimation; semantic segmentation; object detection; point cloud filteringmedicine3D-mallinnussensor integrationpoint cloud filteringdata fusionestimationbusiness.industryDeep learningspektrikuvausQHyperspectral imagingdeep learningobject detectionSensor fusionObject (computer science)Data scienceObject detectionsemantic segmentationSpectral imagingVariety (cybernetics)classificationpoint cloud filteringsegmentointikoneoppiminenmachine learningclassificationGeneral Earth and Planetary SciencesArtificial intelligencekaukokartoitusbusinesscomputerpoint cloudRemote Sensing
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