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1.
In clinical and epidemiological studies, there is a growing interest in studying the heterogeneity among patients based on longitudinal characteristics to identify subtypes of the study population. Compared to clustering a single longitudinal marker, simultaneously clustering multiple longitudinal markers allow additional information to be incorporated into the clustering process, which reveals co-existing longitudinal patterns and generates deeper biological insight. In the current study, we propose a Bayesian consensus clustering (BCC) model for multivariate longitudinal data. Instead of arriving at a single overall clustering, the proposed model allows each marker to follow marker-specific local clustering and these local clusterings are aggregated to find a global (consensus) clustering. To estimate the posterior distribution of model parameters, a Gibbs sampling algorithm is proposed. We apply our proposed model to the primary biliary cirrhosis study to identify patient subtypes that may be associated with their prognosis. We also perform simulation studies to compare the clustering performance between the proposed model and existing models under several scenarios. The results demonstrate that the proposed BCC model serves as a useful tool for clustering multivariate longitudinal data. 相似文献
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《The Journal of arthroplasty》2020,35(8):2200-2203
BackgroundRecently, a revised definition of the minor criteria scoring system for diagnosing periprosthetic joint infection (PJI) was developed by the second International Consensus Meeting on musculoskeletal infection. The new system combines preoperative and intraoperative findings, reportedly achieving high sensitivity and specificity. We aimed to validate the modified scoring system at a high-volume center.MethodsWe retrospectively reviewed patients who underwent a revision total hip or knee arthroplasty at our institution from May 2015 to August 2018. Serum C-reactive protein, synovial white blood cell count and polymorphonuclear percentage, leukocyte esterase test, alpha-defensin, microbiological and histologic results, and documented existence of sinus tract and intraoperative purulence were available for all patients. Cases with at least 1 major criterion were considered as infected. Using the new minor criteria, a score of ≥6 reflects PJI, while a score <3 can be considered as noninfected. Sensitivity, specificity, mean accuracy (ACC), positive predictive value (PPV), and negative predictive value (NPV) were analyzed.ResultsA total of 345 cases were included. A cutoff score of ≥6 points had the following diagnostic performance: area under the curve (AUC) = 0.90; ACC = 0.88; sensitivity = 0.96; specificity = 0.84; PPV = 0.70; NPV = 0.98. Diagnostic performance was better for the hip (AUC = 0.92; ACC = 0.90; sensitivity = 0.96; specificity = 0.86; PPV = 0.81; NPV = 0.98) than the knee (AUC = 0.89; ACC = 0.85; sensitivity = 0.95; specificity = 0.83; PPV = 0.59; NPV = 0.98).ConclusionThe modified scoring system proposed by the 2018 International Consensus Meeting in diagnosing PJI showed high sensitivity and a good performance, especially as rule-out diagnostic criteria. The cutoff level seems to be different between the hip and knee. Further validation studies considering the acknowledged limitations are recommended. 相似文献
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Jeffrey H. Coben MD 《Academic emergency medicine》2002,9(11):1176-1183
OBJECTIVE: To obtain consensus among a panel of experts on performance measures useful for evaluating the quality of hospital-based domestic violence (DV) programs. METHODS: The Delphi process of consensus development was used with a panel of 18 experts including DV researchers, program planners, and advocates. Three rounds were conducted over a period of six months, with each round involving the completion of a written questionnaire. Panelists were instructed to concentrate on structure and process measures of DV program performance. Health outcome measures were not considered. During each round, panelists rated (scale of 1-5) their level of agreement with each measure, in terms of the measure's usefulness for evaluating hospital-based DV programs. Data were entered into SPSS on a personal computer and frequency distributions, measures of central tendency, and variance were computed for each measure. Consensus development was defined as a reduction in the item-specific variance from one round to the next. RESULTS: A total of 37 performance measures were agreed upon. These measures fell within nine different domains of DV program activities, including: Policies and Procedures, Hospital Physical Environment, Hospital Cultural Environment, Training of Providers, Screening and Safety Assessment, Documentation, Intervention Services, Evaluation Activities, and Collaboration. CONCLUSIONS: A number of measures have been identified as useful for evaluating hospital-based DV programs. Use of these measures should assist researchers, program planners, and administrators in assessing the quality of hospital-based DV programs. 相似文献
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Photopatch testing: a consensus methodology for Europe 总被引:1,自引:0,他引:1
D.P. Bruynzeel J. Ferguson K. Andersen M. Gonçalo John English A. Goossens E. Holzle S.H. Ibbotson M. Lecha P. Lehmann F. Leonard Harry Moseley P. Pigatto A. Tanew 《Journal of the European Academy of Dermatology and Venereology》2004,18(6):679-682
A group of interested European Contact Dermatologists/Photobiologists met to produce a consensus statement on methodology, test materials and interpretation of photopatch testing. While it is recognized that a range of local variables operate throughout Europe, the underlying purpose of the work is to act as an essential preamble to a Pan European Photopatch Test Study focusing particularly on sunscreen chemicals. 相似文献
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A strong promoter of bacteriophage MB78 does not have minus 35 consensus sequence although it has a TGn motif immediately
upstream of minus 10 sequence as well as the AT rich UP element. It is efficiently recognised by the sigma 70 RNA polymerase,
however, a phage-specific factor competes with sigma 70 RNA polymerase for binding to this region, the binding of the factor
being stronger than that of the polymerase. Contrary to the reports in the literature the polymerase appears not to bind to
the UP element whereas the phage-specific factor does. The latter seems to be involved in the regulation of the promoter activity.
This revised version was published online in July 2006 with corrections to the Cover Date. 相似文献
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腹腔感染是临床常见的急危重症之一,其诊治涉及外科、重症医学、感染、检验、临床药学等多个学科,包括局部病灶处置、病原学检测、抗菌药物合理应用及因感染导致的全身各系统异常状况纠正等过程,具有特殊性及复杂性。本共识参考国内外最新进展并结合临床经验,以问题为导向,以循证为基础,对急性阑尾炎、上消化道穿孔、下消化道穿孔、急性胆道感染、肝脓肿、重症急性胰腺炎、胰瘘、胆瘘、吻合口瘘、内镜诊治后消化道穿孔等外科常见腹腔感染的诊断、病原学检测、外科及抗菌药物治疗等临床热点问题进行评述,并根据证据等级提出诊治相关的推荐意见,旨在规范外科常见腹腔感染的诊疗行为,在临床决策、抗菌药物应用等方面为临床医师提供参考及指导,以提高诊治水平并改善患者预后。 相似文献
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