Search results for "bayesian"

showing 10 items of 604 documents

Impact or No Impact for Women With Mild Knee Osteoarthritis: A Bayesian Meta‐Analysis of Two Randomized Controlled Trials With Contrasting Interventi…

2022

Objective We aim to predict the probability of a benefit from two contrasting exercise programs for a woman with a new diagnosis of mild knee osteoarthritis (OA). The short and long-term effects of aquatic resistance training (ART) and high-impact aerobic land training (HLT) compared with the control will be estimated. Methods Original data sets from two previously conducted randomised controlled trials (RCT) were combined and used in a Bayesian meta-analysis. Group differences in multiple response variables were estimated. Variables included cardiorespiratory fitness, dynamic maximum leg muscle power, maximal isometric knee extension and flexion force, pain, other symptoms and quality of l…

medicine.medical_specialtyBayesian probabilityPsychological interventionIsometric exerciselaw.invention03 medical and health sciences0302 clinical medicineRheumatologyRandomized controlled trialQuality of lifelawHumansMedicineRandomized Controlled Trials as Topic030203 arthritis & rheumatologybusiness.industryBayes TheoremResistance TrainingCardiorespiratory fitnessOsteoarthritis KneeOutcome (probability)Exercise TherapyMeta-analysisQuality of LifePhysical therapyFemalebusinessArthritis Care & Research
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Epidemiological Information Systems

2008

medicine.medical_specialtyEmergency managementComputer sciencebusiness.industryEpidemiologymedicineInformation systemBayesian hierarchical modelingbusinessData science
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Individualized Monitoring of Muscle Recovery in Elite Badminton

2019

\(\bf Purpose:\) Individualized reference ranges for serum creatine kinase (CK) and urea are a promising tool for the assessment of recovery status in high-level endurance athletes. In this study, we investigated the application of this approach in racket sports, specifically for the monitoring of elite badminton players during the preparation for their world championships. \(\bf Methods:\) Seventeen elite badminton players were enrolled of which 15 could be included in the final analysis. Repeated measurements of CK and urea at recovered (R) and non-recovered (NR) time points were used for the stepwise individualization of group-based, prior reference ranges as well as for the evaluation o…

medicine.medical_specialtyGroup basedPhysiologyWord error rate610Reference rangeBayesianlcsh:Physiology03 medical and health sciencessymbols.namesakerecovery0302 clinical medicineStatistical significancePhysiology (medical)medicine030212 general & internal medicineddc:796reference rangeFisher's exact testMorningOriginal Researchlcsh:QP1-981business.industry030229 sport sciencesPhysical therapysymbolsSerum creatine kinasefatiguebusinesssportFrontiers in Physiology
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Information transfer and information modification to identify the structure of cardiovascular and cardiorespiratory networks

2017

To fully elucidate the complex physiological mechanisms underlying the short-term autonomic regulation of heart period (H), systolic and diastolic arterial pressure (S, D) and respiratory (R) variability, the joint dynamics of these variables need to be explored using multivariate time series analysis. This study proposes the utilization of information-theoretic measures to measure causal interactions between nodes of the cardiovascular/cardiorespiratory network and to assess the nature (synergistic or redundant) of these directed interactions. Indexes of information transfer and information modification are extracted from the H, S, D and R series measured from healthy subjects in a resting…

medicine.medical_specialtyInformation transferPosture0206 medical engineeringBiomedical EngineeringBlood PressureHealth Informatics02 engineering and technologycomputer.software_genreCardiovascular SystemDiastolic arterial pressureAutonomic regulation03 medical and health sciences0302 clinical medicineHeart RateInternal medicineBayesian multivariate linear regressionmedicine1707Resting state fMRIbusiness.industryRespirationMultivariate time series analysisHealthy subjectsCardiorespiratory fitness020601 biomedical engineeringSignal ProcessingSettore ING-INF/06 - Bioingegneria Elettronica E InformaticaLinear ModelsCardiologyData miningbusinesscomputer030217 neurology & neurosurgery2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
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A Multivariate Age-Structured Stochastic Model with Immunization Strategies to Describe Bronchiolitis Dynamics

2021

Bronchiolitis has a high morbidity in children under 2 years old. Respiratory syncytial virus (RSV) is the most common pathogen causing the disease. At present, there is only a costly humanized monoclonal RSV-specific antibody to prevent RSV. However, different immunization strategies are being developed. Hence, evaluation and comparison of their impact is important for policymakers. The analysis of the disease with a Bayesian stochastic compartmental model provided an improved and more natural description of its dynamics. However, the consideration of different age groups is still needed, since disease transmission greatly varies with age. In this work, we propose a multivariate age-struct…

medicine.medical_specialtyMultivariate statisticsStochastic modellingstochastic Bayesian modelHealth Toxicology and Mutagenesisrespiratory syncytial virusBayesian probabilityDiseaseRespiratory Syncytial Virus InfectionsPoisson distributioninfectious diseasesArticle03 medical and health sciencessymbols.namesakemultivariate age-structured model0302 clinical medicine030225 pediatricsMedicineHumans030212 general & internal medicineIntensive care medicineChildAge structuredimmunization programsbusiness.industryPublic Health Environmental and Occupational HealthInfant NewbornRInfantBayes TheoremImmunization (finance)medicine.diseaseRespiratory Syncytial VirusesBronchiolitisChild PreschoolsymbolsMedicineImmunizationbronchiolitisbusinessInternational Journal of Environmental Research and Public Health
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Mathematical Modeling for Neuropathic Pain: Bayesian Linear Regression and Self-Organizing Maps Applied to Carpal Tunnel Syndrome

2020

A better understanding of the connection between risk factors associated with pain and function may assist therapists in optimizing therapeutic programs. This study applied mathematical modeling to analyze the relationship of psychological, psychophysical, and motor variables with pain, function, and symptom severity using Bayesian linear regressions (BLR) and self-organizing maps (SOMs) in carpal tunnel syndrome (CTS). The novelty of this work was a transfer of the symmetry mathematical background to a neuropathic pain condition, whose symptoms can be either unilateral or bilateral. Duration of symptoms, pain intensity, function, symptom severity, depressive levels, pinch tip grip force, a…

medicine.medical_specialtyPhysics and Astronomy (miscellaneous)General Mathematicscarpal tunnel syndromeself-organizing maps03 medical and health sciences0302 clinical medicinePhysical medicine and rehabilitationLinear regressionComputer Science (miscellaneous)MedicineCarpal tunnel030212 general & internal medicineCarpal tunnel syndromeRadial nervebusiness.industrylcsh:Mathematicsmathematical modelingmedicine.diseaselcsh:QA1-939Median nerveIntensity (physics)medicine.anatomical_structurePsicologiaEstadística bayesianaChemistry (miscellaneous)Neuropathic painbusinessBayesian linear regressionBayesian linear regression030217 neurology & neurosurgerySymmetry
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The new criteria for classification of rheumatoid arthritis: what we need to know for clinical practice.

2011

The new criteria for classification of Rheumatoid Arthritis have been recently released. They incorporate the anti-Citrullinated Protein antibody testing and the other classic criteria in a score system (the diagnosis of definite rheumatoid arthritis is made by a total score ≥6). These criteria try to meet the pressing needs to gain sensitivity in early disease. Symptoms, elevated acute-phase response, serologic abnormality, joint involvement were all considered for scoring after confirming the presence of synovitis in at least 1 joint in the absence of an alternative diagnosis that better explains the synovitis. However, no sensitivity and specificity has been showed. Moreover, Area Under …

medicine.medical_specialtySettore MED/09 - Medicina InternaArthritisDiseasePeptides CyclicSensitivity and SpecificityArthritis RheumatoidRheumatologyInternal medicineSynovitisInternal MedicineMedicineHumansIntensive care medicineAutoantibodiesReceiver operating characteristicbusiness.industryAutoantibodymedicine.diseaseSettore MED/45 - Scienze Infermieristiche Generali Cliniche E PediatricheRheumatoid arthritis Classification criteria Anti-citrullinated peptide autoantibodies Bayesian reasoning Likelihood ratio Sensitivity and specificityRheumatologySettore MED/16 - ReumatologiaRheumatoid arthritisPhysical therapyAbnormalitybusinessBiomarkersEuropean journal of internal medicine
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Inverse association between type 2 diabetes and aortic root dimension in hypertensive patients

2017

Background Some data support the concept that aortic root diameter (ARD) in hypertension may be regarded as a marker of subclinical organ damage. The impact of type 2 diabetes mellitus (DM) on cardiac structure and function is known, although the relationship between DM and ARD is not clear. The aim of our study was to evaluate the influence of DM on ARD in hypertensive patients. Methods We enrolled 1693 hypertensive patients (aged 63.7 ± 9.6 years). The population was divided into two groups: the first one with DM (n = 747) and the second one without DM (n = 946). ARD was measured by echocardiography at level of Valsalva's sinuses using echocardiography M-mode tracings. It was considered a…

medicine.medical_specialtySettore MED/09 - Medicina InternaPopulationType 2 diabetes030204 cardiovascular system & hematologyDoppler imagingType 2 diabeteSettore MED/13 - Endocrinologia03 medical and health sciences0302 clinical medicineBayesian multivariate linear regressionInternal medicinemedicine030212 general & internal medicineeducationSubclinical infectionBody surface areaeducation.field_of_studybusiness.industryConfoundingType 2 Diabetes Mellitusmedicine.diseaseCardiovascular riskSettore MED/11 - Malattie Dell'Apparato CardiovascolareEndocrinologyEchocardiographyHypertensionCardiologyCardiology and Cardiovascular MedicinebusinessAortic root diameter
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Prostate Cancer Segmentation from Multiparametric MRI Based on Fuzzy Bayesian Model

2014

International audience

medicine.medical_specialtybusiness.industryMultiparametric MRIPattern recognition02 engineering and technology16. Peace & justicemedicine.diseaseBayesian inferenceFuzzy logic030218 nuclear medicine & medical imaging03 medical and health sciencesProstate cancer0302 clinical medicine0202 electrical engineering electronic engineering information engineeringmedicine020201 artificial intelligence & image processingSegmentationArtificial intelligenceRadiologybusinessComputingMilieux_MISCELLANEOUS
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Weighted Integration of Duration Information Across Visual and Auditory Modality Is Influenced by Modality-Specific Attention.

2021

We constantly integrate multiple types of information from different sensory modalities. Generally, such integration is influenced by the modality that we attend to. However, for duration perception, it has been shown that when duration information from visual and auditory modalities is integrated, the perceived duration of the visual stimulus leaned toward the duration of the auditory stimulus, irrespective of which modality was attended. In these studies, auditory dominance was assessed using visual and auditory stimuli with different durations whose timing of onset and offset would affect perception. In the present study, we aimed to investigate the effect of attention on duration integr…

medicine.medical_specialtygenetic structuresmedia_common.quotation_subjectduration perceptionNeurosciences. Biological psychiatry. NeuropsychiatryStimulus (physiology)AudiologyBehavioral NeuroscienceStimulus modalityPerceptionmedicinemodality-specific attentiontime perceptionBiological PsychiatryBayesian hierarchical modelmedia_commonOriginal ResearchModality (human–computer interaction)Modalitiesmultisensory integrationMultisensory integrationTime perceptionPsychiatry and Mental healthNeuropsychology and Physiological PsychologyNeurologyDuration (music)PsychologyRC321-571NeuroscienceFrontiers in human neuroscience
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