Search results for "cluster analysis."

showing 10 items of 805 documents

Occurrence and clinical characteristics of Compulsive Sexual Behavior Disorder (CSBD): A cluster analysis in two independent community samples.

2020

AbstractBackground and aimsCompulsive Sexual Behavior Disorder (CSBD) is characterized by a persistent failure to control intense and recurrent sexual impulses, urges, and/or thoughts, resulting in repetitive sexual behavior that causes a marked impairment in important areas of functioning. Despite its recent inclusion in the forthcoming ICD-11, concerns regarding its assessment, diagnosis, prevalence or clinical characteristics remain. The purpose of this study was to identify participants displaying CSBD through a novel data-driven approach in two independent samples and outline their sociodemographic, sexual, and clinical profile.MethodsSample 1 included 1,581 university students (female…

AdultMaleAdolescentUniversitiesSexual Behavior030508 substance abuseMedicine (miscellaneous)occurrenceDisease clusterSeverity of Illness Index03 medical and health sciencesYoung Adult0302 clinical medicineIndependent samplesSensation seekingCluster AnalysisHumansStudentsPsychiatric Status Rating ScalesParaphilic DisordersGeneral Medicineclinical profile030227 psychiatryDisruptive Impulse Control and Conduct DisordersPsychiatry and Mental healthClinical PsychologySexual behaviorErotophiliaCompulsive BehaviorFemaleCompulsive Sexual Behavior Disorder (CSBD)0305 other medical sciencePsychologycluster analysisClinical psychologyJournal of behavioral addictions
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Prediction of the hemoglobin level in hemodialysis patients using machine learning techniques

2013

HighlightsDifferent prediction algorithms were used to predict Hb levels in CRF patients.Prediction errors in the validation cohorts of patients were around 0.6g/dl.Difficulty to obtain lower errors due to the measuring machine precision (0.2g/dl).Relevance analysis of features have been applied for each predictor. Patients who suffer from chronic renal failure (CRF) tend to suffer from an associated anemia as well. Therefore, it is essential to know the hemoglobin (Hb) levels in these patients. The aim of this paper is to predict the hemoglobin (Hb) value using a database of European hemodialysis patients provided by Fresenius Medical Care (FMC) for improving the treatment of this kind of …

AdultMaleAdolescentmedicine.medical_treatmentHealth InformaticsMachine learningcomputer.software_genreDisease clusterSensitivity and SpecificityHemoglobinsYoung AdultArtificial IntelligenceRenal DialysismedicineHumansComputer SimulationCluster analysisErythropoietinAgedAged 80 and overDose-Response Relationship DrugArtificial neural networkbusiness.industryModels CardiovascularLinear modelReproducibility of ResultsAnemiaMiddle AgedRegressionDrug Therapy Computer-AssistedComputer Science ApplicationsSupport vector machineTreatment OutcomeAdaptive resonance theoryFemaleHemodialysisArtificial intelligenceDrug MonitoringbusinesscomputerAlgorithmsBiomarkersSoftwareComputer Methods and Programs in Biomedicine
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Etiologic Heterogeneity Among Non-Hodgkin Lymphoma Subtypes: The InterLymph Non-Hodgkin Lymphoma Subtypes Project

2014

Non-Hodgkin lymphoma (NHL) is the most common hematologic malignancy and the fifth most common type of cancer in more developed regions of the world (1). Numerous NHL subtypes with distinct combinations of morphologic, immunophenotypic, genetic, and clinical features are currently recognized (2,3). The incidence of NHL subtypes varies substantially by age, sex, and race/ethnicity (4–7). However, the etiological implications of this biological, clinical, and epidemiological diversity are incompletely understood. The importance of investigating etiology by NHL subtype is clearly supported by research on immunosuppression, infections, and autoimmune diseases, which are the strongest and most e…

AdultMaleCancer ResearchAdolescentChronic lymphocytic leukemiaFollicular lymphomaComorbidityDiseaseNon-Hodgkin lymphoma (NHL)ArticleYoung AdultRisk Factorsimmune system diseasesOccupational Exposurehemic and lymphatic diseasesOdds RatiomedicineCluster AnalysisHumansRisk factorFamily historyLife StyleAgedAged 80 and overInternational Lymphoma Epidemiology Consortium (InterLymph)business.industryLymphoma Non-HodgkinAustraliaCase-control studyGeneral MedicineOdds ratioMiddle Agedmedicine.diseaseLymphomaEuropeOncologyCase-Control StudiesNorth AmericaImmunologyFemalebusinessJNCI Monographs
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Trends for genetic variation of Hepatitis C Virus quasispecies in Human Immunodeficiency virus-1 coinfected patients

2007

Chronic infection by Hepatitis C Virus (HCV) causes liver fibrosis, which is accelerated by unknown mechanisms in patients with HIV-1 coinfection. The evolution of HCV quasispecies in this setting of coinfection is not fully understood. To compare HCV quasispecies between HIV-HCV coinfection and HCV monoinfection, we sequenced 340 HCV clones from the HVR-1 and NS3 regions at two different time points in two groups of treatment-naive patients with HCV-1a infection: (1) HIV-HCV positive (n=6); and (2) HIV negative-HCV positive (n=3). In HCV/HIV coinfection, we found a trend for reduced HCV genetic complexity and diversity, and a trend towards reduced dN/dS ratios in the HVR-1 region, especial…

AdultMaleCancer ResearchHepatitis C virusHepacivirusMolecular Sequence DataSequence HomologyHIV InfectionsHepacivirusViral quasispeciesViral Nonstructural Proteinsmedicine.disease_causeArticleViral ProteinsAcquired immunodeficiency syndrome (AIDS)VirologymedicineCluster AnalysisHumansPhylogenyNS3biologyGenetic Variationvirus diseasesSequence Analysis DNAHepatitis CHepatitis C ChronicMiddle Agedbiology.organism_classificationmedicine.diseaseVirologydigestive system diseasesCD4 Lymphocyte CountChronic infectionInfectious DiseasesImmunologyCoinfectionRNA ViralVirus Research
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Understanding the effect of window length and overlap for assessing sEMG in dynamic fatiguing contractions: A non-linear dimensionality reduction and…

2020

The Short-Time Fourier transform (STFT) is a helpful tool to identify muscle fatigue with clinical and sports applications. However, the choice of STFT parameters may affect the estimation of myoelectrical manifestations of fatigue. Here, we determine the effect of window length and overlap selections on the frequency slope and the coefficient of variation from EMG spectrum features in fatiguing contractions. We also determine whether STFT parameters affect the relationship between frequency slopes and task failure. Eighty-eight healthy adult men performed one-leg heel-rise until exhaustion. A factorial design with a window length of 50, 100, 250, 500, and 1000 ms with 0, 25, 50, 75, and 90…

AdultMaleCoefficient of variation0206 medical engineeringBiomedical EngineeringBiophysics02 engineering and technologyElectromyography03 medical and health sciencessymbols.namesake0302 clinical medicineIsometric ContractionmedicineCluster AnalysisHumansOrthopedics and Sports MedicineMuscle SkeletalCluster analysisMathematicsFourier AnalysisMuscle fatiguemedicine.diagnostic_testElectromyographybusiness.industryDimensionality reductionRehabilitationShort-time Fourier transformPattern recognitionFunction (mathematics)020601 biomedical engineeringFourier transformMuscle FatiguesymbolsArtificial intelligencebusiness030217 neurology & neurosurgeryMuscle ContractionJournal of Biomechanics
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Prescribers’ opinions to identify competitive groups: a comparative analysis in the pharmaceutical industry

2020

A firm must identify its key competitors (those that belong to the same competitive group), especially when operating in highly competitive industries, such as drug products. Experts who prescribe products to the final consumer play a crucial role in identifying the key competitors of a firm. In this context, the present paper aimed to determine if significant differences exist between two groups of prescribers (commercial and social) regarding the competitive structure that both groups identify using subjective information obtained through (i) categorization methods and (ii) evaluation methods.A sample of 104 prescribers related to the sale of cosmetic pharmaceuticals was interviewed (53 c…

AdultMaleDrug IndustryHealth PersonnelInterviews as Topic03 medical and health sciences0302 clinical medicinePhysiciansCluster AnalysisHumansPharmacology (medical)030212 general & internal medicineMarketingAgedPharmaceutical industryEconomic Competitionbusiness.industry030503 health policy & servicesHealth PolicyGeneral MedicineCompetitor analysisMiddle AgedCategorizationKey (cryptography)FemaleBusiness0305 other medical scienceExpert Review of Pharmacoeconomics & Outcomes Research
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Dynamics and molecular evolution of HIV-1 strains in Sicily among antiretroviral naïve patients.

2012

Abstract HIV-1 subtype B is the most frequent strain in Sicily. To date, there is no available data about the genetic diversity of HIV-1 viral strains circulating in Sicily among antiretroviral (ARV) naive subjects and the role of immigration as potential determinant of evolutionary dynamics of HIV-1 molecular epidemiology. For this purpose, HIV-1 polymerase (pol) sequences obtained from 155 ARV naive individuals from 2004 to 2009 were phylogenetically analysed. The overall rate of HIV-1 non-B infections was 31.0% (n = 48/155), increasing from 7.8% in 2004–2006 to 40.9% in 2009, and about one-third were identified as unique recombinant forms. CRF02_AG was the prevalent non-B clade (n = 28/4…

AdultMaleMicrobiology (medical)AdolescentPopulationHIV Infectionsnon-B subtypeBiologySettore MED/42 - Igiene Generale E ApplicataMicrobiologyCohort StudiesEvolution MolecularMolecular evolutionGeneticsCluster AnalysisHumansHIV-1 subtypes; non-B subtypes; CRF; Molecular evolution; HAART-naïve patientsChildEvolutionary dynamicseducationCladeSicilyMolecular BiologyPhylogenyEcology Evolution Behavior and SystematicsAgedMolecular Epidemiologyeducation.field_of_studyGenetic diversityHIV-1 subtypeChi-Square DistributionMolecular epidemiologyPhylogenetic treeHAART-naïve patientsStrain (biology)Infantvirus diseasesCRFMiddle AgedGenes polVirologyInfectious DiseasesChild PreschoolHIV-1Molecular evolutionFemale
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Subtyping treatment-seeking gaming disorder patients

2021

Abstract Background and aims Gaming Disorder (GD) is characterized by a pattern of persistent and uncontrolled gaming behavior that causes a marked impairment in important areas of functioning. The evolution of the worldwide incidence of this disorder warrants further studies focused on examining the existence of different subtypes within clinical samples, in order to tailor treatment. This study explored the existence of different profiles of patients seeking treatment for GD through a data-driven approach. Methods The sample included n = 107 patients receiving treatment for GD (92% men and 8% women) ranging between 14 and 60 years old (mean age = 24.1, SD = 10). A two-step clustering anal…

AdultMalePsychology PathologicalAdolescentmedia_common.quotation_subjectMedicine (miscellaneous)Dysfunctional familyToxicologyDisease clusterPersonality DisordersDSM-5Young AdultCluster AnalysisHumansPersonalityMedicineBig Five personality traitsPathologicalmedia_commonbusiness.industryIncidence (epidemiology)Joc compulsiuMiddle AgedPsicopatologiaBehavior AddictiveDisruptive Impulse Control and Conduct DisordersPsychiatry and Mental healthClinical PsychologyFemaleGaming Disorder; Personality; Internet Gaming Disorder; DSM-5; Diagnosis; Cluster Analysis; Clustering; ProfilesCompulsive gamblingbusinessPersonalityClinical psychologyPsychopathologyAddictive Behaviors
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Clustering of Lifestyle Risk Factors in Acute Coronary Syndrome: Prevalence and Change after the First Event

2018

Background: Healthy lifestyles are modifiable risk factors for acute coronary syndrome (ACS) onset and recurrence. While unhealthy lifestyles tend to cluster together within the general healthy population, little is known about the prevalence and clustering of these behaviours in people with ACS before and after the first acute event. The aim of this study was to identify lifestyle profiles of patients with ACS and to explore their change after their first coronary event. Methods: Three hundred and fifty-six patients completed self-report measures of healthy habits at the beginning of cardiac rehabilitation and 6 months later. By adopting a person-oriented approach, we analysed lifestyle cl…

AdultMaleSettore M-PSI/01 - Psicologia GeneraleChange over timeGerontologyAcute coronary syndromemedicine.medical_treatmentPsychological interventionacute coronary syndrome; behavioural change; healthy lifestyle; multiple risk factors; typological approach;acute coronary syndrometypological approach03 medical and health sciences0302 clinical medicineRisk Factorshealthy lifestylePrevalencemedicineHumansLongitudinal Studies030212 general & internal medicineCluster analysisGroup stabilityLife StyleApplied PsychologyDepression (differential diagnoses)Agedmultiple risk factorsCardiac Rehabilitation030505 public healthRehabilitationmultiple risk factorMiddle Agedmedicine.diseaseCross-Sectional Studiesbehavioural changeAnxietyFemalemedicine.symptom0305 other medical sciencePsychology
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Understanding the consequences of victory amongst sport spectators: The mediating role of BIRGing.

2016

Prior work on the relationships between team identification and spectators' reactions to one's team victory has largely neglected the potential effects of mediating variables. In this research, we proposed that the process of Basking in Reflected Glory [BIRGing - the tendency to reduce the distance between oneself and one's team; Cialdini, R. B., Bordon, R. J., Thorne, A., Walker, M. R., Freeman, S., & Sloan, L. R. (1976). Basking in reflected glory: Three (football) field studies. Journal of Personality and Social Psychology, 34, 366-375] would lead spectators to almost take ownership of victories and share its benefits, thereby impacting their sense of national belonging in a positive man…

AdultMaleSocial psychology (sociology)media_common.quotation_subjectVictoryPoison control050109 social psychologyPhysical Therapy Sports Therapy and RehabilitationFootballSuicide prevention03 medical and health sciencesYoung Adult0302 clinical medicinePsychology SportsPersonalityCluster AnalysisHumans0501 psychology and cognitive sciencesOrthopedics and Sports Medicinemedia_commonSocial Identification05 social sciencesHuman factors and ergonomics030229 sport sciencesGeneral MedicineBasking in reflected gloryFemalePsychologySocial psychologySportsEuropean journal of sport science
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