Publications by authors named "Taka-Aki Nakada"

Staphylococcus aureus can cause outbreaks and becomes multi-drug resistant through gene mutations and acquiring resistance genes. However, why S. aureus easily adapts to hospital environments, promoting resistance and recurrent infections, remains unknown.

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Aim: This study investigated the correlation between the number of emergency medical service (EMS) dispatches and response time extension. In addition, we conducted a simulation to assess the potential for reducing response times by relocating the ambulance based on the number of dispatches.

Methods: This retrospective observational study analyzed data on patients treated with EMS between May 1 and June 25, 2021, in an urban area (Chiba City, Japan).

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  • A nationwide study in Japan analyzed the relationship between intensive care unit (ICU) case volume and outcomes for sepsis patients using data from 2010 to 2017.
  • The study found that patients in higher-volume ICUs had significantly lower in-hospital mortality rates compared to those in lower-volume ICUs, indicating that more experience in treating sepsis correlates with better patient outcomes.
  • However, higher-volume ICUs also incurred higher daily medical costs, suggesting a trade-off between cost and quality of care, especially for patients requiring advanced therapies like mechanical ventilation.
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Background Timely and effective fluid resuscitation is vital for stabilizing sepsis while avoiding volume overload. We aimed to assess how the administration of a 30 mL/kg bolus fluid affects patients with sepsis within three hours of clinical outcomes. Methods This multicenter observational study included adult patients diagnosed with sepsis in 17 intensive care units at tertiary hospitals in Japan between July 2019 and August 2020.

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Introduction: Endoscopic retrograde cholangiopancreatography (ERCP) and endoscopic sphincterotomy (EST) are said to be useful procedures for gallstone pancreatitis. However, there have been few reports on a large number of patients to whom they were used. The clinical usefulness of ERCP and EST is herein examined retrospectively.

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Purpose: To investigate the treatment outcomes of patients with non-occlusive mesenteric ischemia (NOMI) at our institution, we focused on their post-treatment return to social activities.

Methods: This study included patients with suspected NOMI who were referred to our department between 2011 and 2023. In-hospital mortality was also investigated as a prognostic factor.

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Importance: Large language models (LLMs) are promising as tools for citation screening in systematic reviews. However, their applicability has not yet been determined.

Objective: To evaluate the accuracy and efficiency of an LLM in title and abstract literature screening.

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This study investigated the accuracy of a machine learning algorithm for predicting mortality in patients receiving rapid response system (RRS) activation. This retrospective cohort study used data from the In-Hospital Emergency Registry in Japan, which collects nationwide data on patients receiving RRS activation. The missing values in the dataset were replaced using multiple imputations (mode imputation, BayseRidge sklearn.

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  • - A study analyzed over 73 million hospitalized patients in Japan from 2010 to 2019 to explore the prevalence of community-acquired infections (CAI) and nosocomial infections (NI), finding increases in both types of infections, particularly among those aged 85 and older.
  • - The research indicated that 9.7% of patients had CAI and 4.7% had NI, with NI having a higher in-hospital mortality rate (14.5% vs. 8.3%) and resulting in longer hospital stays and greater medical costs.
  • - Despite the overall decline in mortality rates for both infections over the years, the data highlights the significant impact of NI on older patients, undersc
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To efficiently allocate medical resources at disaster sites, medical workers perform triage to prioritize medical treatments based on the severity of the wounded or sick. In such instances, evaluators often assess the severity status of the wounded or sick quickly, but their measurements are qualitative and rely on experience. Therefore, we developed a wearable device called Medic Hand in this study to extend the functionality of a medical worker's hand so as to measure multiple biometric indicators simultaneously without increasing the number of medical devices to be carried.

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Purpose: Auto-antibodies (auto-abs) to type I interferons (IFNs) have been identified in patients with life-threatening coronavirus disease 2019 (COVID-19), suggesting that the presence of auto-abs may be a risk factor for disease severity. We therefore investigated the mechanism underlying COVID-19 exacerbation induced by auto-abs to type I IFNs.

Methods: We evaluated plasma from 123 patients with COVID-19 to measure auto-abs to type I IFNs.

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A stroke is a medical emergency and thus requires immediate treatment. Paramedics should accurately assess suspected stroke patients and promptly transport them to a hospital with stroke care facilities; however, current assessment procedures rely on subjective visual assessment. We aim to develop an automatic evaluation system for central facial palsy (CFP) that uses RGB cameras installed in an ambulance.

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  • The study aimed to analyze the initial antimicrobial treatment options for patients with community-onset sepsis in Japan, using a large dataset from a medical reimbursement system.
  • Over 1.1 million patients were examined, revealing that third-generation cephalosporins and carbapenem were the most commonly prescribed antimicrobials, with only a small percentage receiving treatment for methicillin-resistant infections.
  • The findings indicated that while many patients received antipseudomonal agents, combination therapies for drug-resistant bacteria were infrequently used, suggesting a potential gap in effective treatment strategies.
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  • - The study developed a machine-learning algorithm to predict oliguria, a sign of acute kidney injury (AKI), using electronic health records from ICU patients between 2010 and 2019.
  • - Out of 9,241 patients, 27.4% had oliguria for 6 hours, and 30.2% experienced AKI during their ICU stay, with the algorithm achieving high predictive accuracy (AUC values of 0.964 and 0.916).
  • - Key factors identified for predicting oliguria included urine output, severity scores, serum creatinine, oxygen levels, and inflammation markers, highlighting the algorithm's potential in early AKI diagnosis and management.
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  • Hospitals that spend more on medical resources show lower mortality rates for sepsis patients than those that spend less, according to a study analyzing data from 997 hospitals between 2010 and 2017.
  • The study found that in the highest spending quartile, the in-hospital mortality rate was significantly lower (13.2%) compared to the lowest quartile (15.7%), indicating a strong relationship between spending and patient survival.
  • Additionally, hospitals with higher spending also had higher effective costs per survivor, suggesting that increased expenditure leads not only to better outcomes but also costs more per patient saved, especially in smaller or medium-sized hospitals.
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Introduction: The neurologic prognosis of out-of-hospital cardiac arrest (OHCA) patients in whom return of spontaneous circulation (ROSC) is achieved remains poor. The aim of this study was to externally and prospectively validate two scoring systems developed by us: the CAST score, a scoring system to predict the neurological prognosis of OHCA patients undergoing targeted temperature management (TTM), and a simplified version of the same score developed for improved ease of use in clinical settings, the revised CAST (rCAST) score.

Methods: This study was a prospective, multicenter, observational study conducted using the SOS KANTO 2017 registry, an OHCA registry involving hospitals in the Kanto region (including Tokyo) of Japan.

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Background: We evaluated the applicability of automated citation screening in developing clinical practice guidelines.

Methods: We prospectively compared the efficiency of citation screening between the conventional (Rayyan) and semi-automated (ASReview software) methods. We searched the literature for five clinical questions (CQs) in the development of the Japanese Clinical Practice Guidelines for the Management of Sepsis and Septic Shock.

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  • A study investigated the relationship between coagulopathy and patient outcomes in sepsis-induced acute respiratory distress syndrome (ARDS), focusing on which coagulopathy parameters could predict mortality and guide anticoagulant use.
  • The researchers identified specific coagulopathy markers—prothrombin time and platelet count—as significant predictors of in-hospital mortality, with patients with certain coagulopathy types showing worse oxygenation recovery.
  • Findings indicated that anticoagulants positively affected mortality and oxygenation recovery for patients with specific coagulopathy, highlighting the need for tailored treatment approaches in ARDS patients.
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  • The study aimed to evaluate the effectiveness of therapeutic drug monitoring (TDM) for optimizing antimicrobial dosing in critically ill patients through a systematic review and meta-analysis of randomized controlled trials.
  • A total of 5 studies with 1011 patients were analyzed, but the results showed no significant differences in outcomes like 28-day mortality, in-hospital mortality, and clinical cure between TDM-based regimens and control groups.
  • The conclusion suggests that TDM-based regimens did not demonstrate significant efficacy, highlighting the need for further research with better-defined targets and improvements in study quality.
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Sepsis is the leading cause of death worldwide. Considering regional variations in the characteristics of patients with sepsis, a better understanding of the epidemiology in Japan will lead to further development of strategies for the prevention and treatment of sepsis. To investigate the epidemiology of sepsis, we conducted a systematic literature review of PubMed between 2003 and January 2023.

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Increased fluid overload (FO) is associated with poor outcomes in critically ill patients, especially in acute kidney injury (AKI). However, the exact timing from when FO influences outcomes remains unclear. We retrospectively screened intensive care unit (ICU) admitted patients with AKI between January 2011 and December 2015.

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Predicting out-of-hospital cardiac arrest (OHCA) events might improve outcomes of OHCA patients. We hypothesized that machine learning algorithms using meteorological information would predict OHCA incidences. We used the Japanese population-based repository database of OHCA and weather information.

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While the development of prehospital diagnosis scales has been reported in various regions, we have also developed a scale to predict stroke type using machine learning. In the present study, we aimed to assess for the first time a scale that predicts the need for surgical intervention across stroke types, including subarachnoid haemorrhage and intracerebral haemorrhage. A multicentre retrospective study was conducted within a secondary medical care area.

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  • Capillary refill time (CRT) is a key indicator of peripheral circulation and is emphasized in the 2021 sepsis management guidelines.
  • The study aimed to create a portable device for accurate CRT measurement and analyze its relationship with occlusion tests to determine a cut-off value for diagnosing peripheral circulatory failure.
  • Results showed that CRT was longer during the artery occlusion test, establishing a cut-off value of 2.88 seconds for circulatory failure, aligning with earlier findings that consider CRT >3 seconds abnormal in septic shock cases.
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Objective We evaluated the clinical differences in coronavirus disease 2019 (COVID-19) patients between the sixth wave with the Omicron BA.1/BA.2 dominant variant (from January to April 2022) and seventh wave with the Omicron BA.

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