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COVID-19 Impact on Seasonal Outbreak Detection: SARIMAX-LSTM Hybrid Model #pencis #researchawards

The global spread of COVID-19 has not only reshaped public health priorities but also disrupted the regular patterns of seasonal infectious diseases. This video explores the groundbreaking research on Analyzing ...the Impact of COVID-19 on Seasonal Infectious Disease Outbreak Detection Using a Hybrid SARIMAX-LSTM Model. Combining the traditional time-series forecasting strength of SARIMAX with the deep learning adaptability of LSTM, this hybrid model offers a powerful lens to detect and predict irregularities in disease outbreaks during and after the pandemic.

Researchers observed that pandemic-related behaviors—such as mask-wearing, lockdowns, and vaccination—altered the transmission patterns of diseases like influenza and RSV. The SARIMAX-LSTM approach addresses these nonlinearities and helps health officials better anticipate off-season surges or suppressed outbreaks. By harnessing both statistical trends and memory-based learning, the model enhances detection accuracy across multiple datasets.

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#COVID19, #SARIMAX, #LSTM, #HybridModel, #InfectiousDiseases, #DiseaseDetection, #OutbreakAnalytics, #AIinHealthcare, #PandemicResearch, #SeasonalFlu, #ForecastingModel, #PublicHealth, #EpidemiologyAI, #DeepLearning, #TimeSeries, #SARIMAXLSTM, #COVIDImpact, #HealthSurveillance, #DataScience, #ResearchInnovation, #AIForecasting, #MachineLearning, #InfectiousDiseaseControl, #FluDetection, #Pencis,Show More

COVID-19 Impact on Seasonal Outbreak Detection: SARIMAX-LSTM Hybrid Model #pencis #researchawards

The global spread of COVID-19 has not only reshaped public health ...

Unveiling COVID-19's Lingering Effects: A Chinese Case–Control Study #pencis #researchawards

This compelling video explores “The Factors Influencing the Incidence, ...

Excellence in Innovation Award:Celebrating Breakthrough Infectious Diseases #pencis #researchawards

The Excellence in Innovation Award by Pencis recognizes extraordinary ...

28th Edition of Infectious Summit |20-22 August 2025 | Berlin, Germany #pencis #researchawards

International Research Awards on Infectious Diseases are prestigious ...

Ultrasound-Guide Parasternal Block in Off-Pump CABG: A Cardiac Anesthesia #pencis #researchawards

This retrospective cohort study explores the efficacy and safety of ...

Evolution of pks+ Klebsiella pneumoniae: Global Threats & Local Patterns #pencis #researchawards

The evolution and epidemiology of pks+ Klebsiella pneumoniae represent ...

The evolution and epidemiology of pks+ Klebsiella pneumoniae represent a critical focal point in global public health due to the pathogen’s unique ability to produce colibactin, a genotoxin linked to ...DNA damage and colorectal cancer. This hypervirulent strain has increasingly been reported in both hospital-acquired and community-acquired infections, intensifying the burden on healthcare systems worldwide. Studies reveal that the pks island, often associated with highly virulent sequence types like ST23, contributes to the bacteria’s capacity for persistence, resistance, and increased pathogenicity.

Global insights suggest a rapid emergence and dissemination of pks+ K. pneumoniae across continents, especially in regions with high antimicrobial resistance (AMR) rates. Locally, surveillance has revealed variations in genotype distribution, antibiotic susceptibility, and virulence determinants, reflecting environmental and clinical selection pressures. Understanding these global and local epidemiological dynamics is crucial for guiding infection control measures, antibiotic stewardship, and future vaccine development.

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#Klebsiella, #pksIsland, #Colibactin, #HypervirulentKlebsiella, #AMR, #AntimicrobialResistance, #BacterialGenomics, #HospitalInfections, #InfectiousDiseases, #PublicHealthThreat, #GenomeSurveillance, #ColorectalCancer, #ST23Klebsiella, #MicrobialEvolution, #MolecularEpidemiology, #VirulenceFactors, #Genotoxins, #GlobalHealth, #LocalEpidemiology, #ResistanceGenes, #Pencis, #PencisAwards, #InfectiousDiseasesConference, #Pencis2025, #ClinicalMicrobiology,Show More

Microbial Food Safety & Antimicrobial Resistance: A Public Health Crisis #pencis #researchawards

Microbial food safety and antimicrobial resistance (AMR) represent a ...

Extracellular N-Glycosylated Fn3 in E. coli | Signal Peptide Optimization 🚀 #pencis #researchawards

In the ever-evolving field of synthetic biology and protein ...

🔍 Unraveling UTI Hospital Stays: Key Factors & Microbial Resistance 🧫 #pencis #researchawards

Urinary Tract Infections (UTIs) are among the most common causes of ...

Urinary Tract Infections (UTIs) are among the most common causes of hospitalization worldwide, yet the duration of hospital stay remains highly variable. In this in-depth analysis, we explore the critical ...factors influencing the length of hospital stay for patients admitted with UTIs. From demographic parameters like age and gender to comorbid conditions such as diabetes and renal impairment, multiple contributors affect patient outcomes. A significant element in this dynamic is microbial susceptibility — especially the growing concern of antibiotic resistance. This resistance often prolongs treatment time and complicates recovery, requiring more intensive therapeutic strategies.

Our study breaks down trends across healthcare settings and reveals how delays in empirical treatment, inappropriate antibiotic use, and the prevalence of multidrug-resistant organisms contribute to extended hospitalization. Clinical insights are supported by real-world microbial data and advanced statistical modeling. Watch this video to understand the intersection of clinical factors and microbiology in managing UTI cases more effectively.

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#UTIResearch, #HospitalStayAnalysis, #MicrobialResistance, #AntibioticResistance, #UTIPatients, #InfectiousDiseases, #UTIManagement, #HospitalData, #ClinicalResearch, #BacterialInfections, #HealthcareAnalytics, #Pencis, #PencisConference, #MedicalScience, #AntibioticsStudy, #DrugResistanceAlert, #PatientCare, #UTITreatment, #MicrobiologyMatters, #ResearchInsights, #NominateNow, #RegisterToday, #UTIAlert, #InfectionAwareness, #PencisAwards,Show More

Deadly Coinfection Uncovered:Drug-Resistant P. aeruginosa & K. michiganensis #pencis #researchawards

In a groundbreaking revelation from East Africa, a rare and dangerous ...

In a groundbreaking revelation from East Africa, a rare and dangerous coinfection case involving multidrug-resistant Pseudomonas aeruginosa ST242 and Klebsiella michiganensis ST∗1b23 has been identified through advanced metagenomic analysis in ...an 8-month-old infant suffering from meningitis in the ICU of a Kampala hospital. This discovery highlights the silent yet devastating emergence of virulent and antibiotic-resistant bacterial strains threatening pediatric care in critical settings. The findings underscore the power of metagenome mining in real-time diagnosis, pathogen tracking, and the need for intensified antimicrobial resistance (AMR) surveillance.

Metagenomic sequencing enabled researchers to uncover the hidden microbial signatures that conventional diagnostics may miss, showing the life-saving potential of precision infectious disease genomics. The coinfection of two virulent, multidrug-resistant strains in such a vulnerable patient spotlights an alarming trend that necessitates immediate attention from global health agencies.

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#Metagenomics, #PseudomonasAeruginosa, #KlebsiellaMichiganensis, #Coinfection, #Meningitis, #MultidrugResistance, #AntibioticResistance, #PediatricICU, #EastAfricaHealth, #UgandaMicrobiology, #ICUCoinfection, #InfantCare, #PathogenSurveillance, #GenomicMedicine, #AMR, #InfectiousDiseases, #BacterialVirulence, #DrugResistanceCrisis, #GlobalHealthThreat, #MicrobiomeResearch, #ST242, #ST1b23, #PrecisionInfectiousDiseases, #Pencis, #PencisAwards,Show More

Best Paper Awards 🌟|Global Recognition for Excellence in Infectious Diseases #pencis #researchawards

Welcome to the official announcement of the Best Paper Awards ...

Depolymerases vs Klebsiella pneumoniae K54 | Breakthrough Therapeutics 🔬 #pencis #researchawards

The rise of multidrug-resistant Klebsiella pneumoniae, particularly ...

The rise of multidrug-resistant Klebsiella pneumoniae, particularly the K54 capsular-type strain, poses a severe global health threat. In a significant breakthrough, researchers have identified and characterized three potent depolymerases that ...specifically target and degrade the protective capsule of K54-type Klebsiella pneumoniae, thereby enhancing bacterial vulnerability to host immune responses and antibiotics. These enzymes show high specificity, stability, and efficacy, offering promising avenues for phage therapy and alternative treatment strategies, especially in cases resistant to conventional drugs. The depolymerases' mechanism includes precise cleavage of the capsular polysaccharide, reducing bacterial virulence and promoting phagocytosis. In preclinical models, their application significantly improved survival rates and reduced infection burden, highlighting their therapeutic potential. This discovery paves the way for enzyme-based antibacterial solutions, especially crucial amid the rise of antimicrobial resistance (AMR). Join us as we delve into this pioneering study that could redefine our approach to fighting Klebsiella pneumoniae infections.

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#Depolymerases, #KlebsiellaPneumoniae, #K54Capsule, #PhageTherapy, #AntibioticResistance, #BacterialInfections, #TherapeuticEnzymes, #CapsuleDegradation, #MicrobiologyResearch, #AntimicrobialTherapy, #InfectiousDiseases, #AMR, #BacterialCapsules, #BiofilmControl, #PhageEnzymes, #NovelTherapeutics, #Pencis, #MedicalInnovation, #MicrobialResistance, #DrugResistanceSolutions, #CapsuleTargeting, #ImmuneDefenseBoost, #KlebsiellaTherapy, #EnzymeTherapy, #GlobalHealth,Show More

28th Edition of Infectious | 20-22 August 2025 | Berlin, Germany

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32nd Edition of Infectious Summit | 16-19 April 2026 | London, United Kingdom

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COVID-19 Impact on Seasonal Outbreak Detection: SARIMAX-LSTM Hybrid Model #pencis #researchawards

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