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An MCMC Approach to Bayesian Image Analysis in Fourier Space
Published 2025-12-01“…Bayesian image analysis methods are commonly applied to solve image analysis problems such as noise reduction, feature enhancement, and object detection. …”
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A deep operator network for Bayesian parameter identification of self-oscillators
Published 2024-01-01“…The low computational time of the forward path enables Bayesian inference of the parameters. Metropolis-adjusted Langevin algorithm is employed to obtain the posterior distribution of the parameters. …”
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The probability of reducing hospitalization rates for bronchiolitis with epinephrine and dexamethasone: A Bayesian analysis.
Published 2025-01-01“…<h4>Objective</h4>To explore the probability that EpiDex results in a reduction in hospitalizations using Bayesian methods.…”
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South Korea is the center for the origin and emanation of soybean mosaic virus with Bayesian phylogeographic inference
Published 2025-07-01“…ABSTRACT Soybean mosaic virus (SMV) is one of the most serious viral pathogens, causing reductions in soybean yield worldwide. Using more than 350 time-stamped SMV coat protein encoding gene sequences from more than a dozen countries and regions in Central Asia, East Asia, North America, South America, and Western Europe, we investigated the phylodynamics of SMV to understand the origin and dispersal of the virus via Bayesian phylogeographic inference. …”
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On Bayesian estimation of a latent trait model defined by a rank-based likelihood
Published 2024-11-01“…Performance metrics like mean absolute error, root mean square error, and 95% confidence interval coverage probability revealed the estimates from the proposed Bayesian method surpassed those from classical approaches. …”
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Efficacy and safety of prostaglandin drugs for elevated intraocular pressure: a Bayesian network meta-analysis
Published 2025-08-01“…Among these, bimatoprost showed the most effective reduction in intraocular pressure compared to latanoprost [mean difference (MD) 0.69; 95%confidence interval (CI) 0.28–1.1; SUCRA 95.6%; moderate confidence]. …”
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Time-Series Interval Forecasting with Dual-Output Monte Carlo Dropout: A Case Study on Durian Exports
Published 2024-08-01“…This paper explicitly details a practical approach integrating dual-output Monte Carlo Dropout (MCDO) with DNNs to approximate predictive means and variances within a Bayesian framework, enabling forecast interval construction. …”
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Early reduction in gut microbiota diversity in critically ill patients is associated with mortality
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Geographical and socioeconomic inequalities in female breast cancer incidence and mortality in Iran: A Bayesian spatial analysis of registry data.
Published 2021-01-01“…We estimated the age-standardised incidence and mortality rates in women aged more than 30 years for all 31 provinces in the consecutive time intervals 2000-2003, 2004-2007 and 2008-2010 using a Bayesian spatial model.…”
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The Role of Consumer Characteristics and Marketing Mix on the Waste of Agricultural Products
Published 2025-03-01“…Results and Discussion Based on the results in Table (7), the gender variable, with a mean value of 0.8285 for its parameter distribution, falls within the estimated confidence interval. It is identified as one of the factors influencing the reduction of waste in fruit and vegetable products. …”
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Helicobacter pylori eradication treatment for gastric carcinoma prevention in asymptomatic or dyspeptic adults: systematic review and Bayesian meta-analysis of randomised controlle...
Published 2019-09-01“…Eradication algorithms were heterogeneous, and unsuccessful eradication and reinfection were frequently observed. A Bayesian meta-analysis with competing risk outcomes found low-certainty evidence that eradication therapy might be more likely than control to reduce gastric carcinoma risk (HR=0.65; 95% credible interval (CrI) 0.41 to 1.0; I2=11%). …”
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Independent evaluation of Wolbachia infected male mosquito releases for control of Aedes aegypti in Harris County, Texas, using a Bayesian abundance estimator.
Published 2022-11-01“…To estimate mosquito population reduction, we used a mosquito abundance Bayesian hierarchical estimator that accounted for inefficient trapping. …”
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Impact of strategic public health interventions to reduce tuberculosis incidence in Brazil: a Bayesian structural time-series scenario analysisResearch in context
Published 2025-01-01“…Under current trends, we forecasted TB incidence in Brazil to be 42.1 [34.1–49.8] per 100,000 person-years by 2030 (mean [95% prediction intervals]). A scenario considering decreases in TB cases among vulnerable populations resulted in an absolute reduction of −10.6 [−9.4 to −12.0] in projected TB incidence. …”
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Bayesian joint longitudinal and survival modeling of bipolar symptom burden and time to symptomatic recovery of patients with bipolar disorder at Jimma University Medical Center, J...
Published 2025-04-01“…There was a significant negative relationship between the subject-specific random intercept (baseline) of the burden of symptoms and the time to symptomatic recovery of bipolar disorder. Their 95% credible intervals exclude zero. Conclusions This study using the Bayesian joint modeling of longitudinal and survival has revealed a strong negative relationship between the event of recovery and the burden of bipolar symptoms at the baseline time. …”
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Global, regional, and national estimates of burden and risk factors of female cancers in child-bearing age: A systematic analysis for Global Burden of Disease Study and Bayesian pr...
Published 2025-10-01“…Projections to 2030 were generated using a Bayesian model. Results: In 2021, the global incidence of breast, uterine, cervical, and ovarian cancer among WCBA was 561,438 (95 % Uncertainty Interval [UI]: 523,147–602,978), 58,860 (95 % UI: 50,765–65,452), 307,428 (95 % UI: 280,667–335,692), and 85,749 (95 % UI: 75,169–95,090), respectively, corresponding to age-standardized rates per 100,000 population of 28.1 (95 % Confidence Interval [CI]: 28.0–28.1), 2.9 (95 % CI: 2.9–3.0), 15.4 (95 % CI: 15.4–15.5), and 4.3 (95 % CI: 4.3–4.4). …”
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Assessment of the stock status for greenland halibut (<i>Reinhardtius hippoglossoides matsuurae</i>) in the Okhotsk Sea
Published 2022-07-01“…This conclusion is based on results of double filtering the posterior parameter estimates in the state-space generalized surplus production model JABBA (Just Another Bayesian Biomass Assessment), with additional tuning of the new model taking into account these results. …”
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Global burden of childhood developmental intellectual disability caused by iodine deficiency from 1990 to 2021 and projection to 2040
Published 2025-07-01“…The slope index showed reductions in decline rates for prevalence (−19.256 [95%CI: −26.992, −11.520] to −12.531 [−16.107, − 8.955]) and YLDs (−3.662 [−5.047, − 2.276] to −2.451 [−3.144, − 1.757]), though overlapping confidence intervals indicated non-significance. …”
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Burdens of sense organ diseases across global, regional, and national levels from 1990 to 2021 and projections for 2050
Published 2025-08-01“…Additionally, we identified risk factors influencing DALYs and projected future disease burden trends for 2022 to 2051 using Bayesian age-period-cohort (BAPC) models. Results In 2021, the global prevalent cases of SOD reached 2,386,160,888 (95% uncertainty interval [UI]: 2,207,871,226 to 2,591,000,614), with 77,327,293 DALYs cases (95% UI: 53,419,192 to 107,972,583). …”
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