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Background: The persistence of diagnostic errors, despite advances in medical knowledge and diagnostics, highlights the importance of understanding atypical disease presentations and their contribution to mortality and morbidity. Artificial intelligence (AI), particularly generative pre-trained transformers like GPT-4, holds promise for improving diagnostic accuracy, but requires further exploration in handling atypical presentations. Objective: This study aimed to assess the diagnostic accuracy of ChatGPT in generating differential diagnoses for atypical presentations of common diseases, with a focus on the model's reliance on patient history during the diagnostic process. Methods: We used 25 clinical vignettes from the Journal of Generalist Medicine characterizing atypical manifestations of common diseases. Two general medicine physicians categorized the cases based on atypicality. ChatGPT was then used to generate differential diagnoses based on the clinical information provided. The concordance between AI-generated and final diagnoses was measured, with a focus on the top-ranked disease (top 1) and the top 5 differential diagnoses (top 5). Results: ChatGPT's diagnostic accuracy decreased with an increase in atypical presentation. For category 1 (C1) cases, the concordance rates were 17% (n=1) for the top 1 and 67% (n=4) for the top 5. Categories 3 (C3) and 4 (C4) showed a 0% concordance for top 1 and markedly lower rates for the top 5, indicating difficulties in handling highly atypical cases. The χ2 test revealed no significant difference in the top 1 differential diagnosis accuracy between less atypical (C1+C2) and more atypical (C3+C4) groups (χ²1=2.07; n=25; P=.13). However, a significant difference was found in the top 5 analyses, with less atypical cases showing higher accuracy (χ²1=4.01; n=25; P=.048). Conclusions: ChatGPT-4 demonstrates potential as an auxiliary tool for diagnosing typical and mildly atypical presentations of common diseases. However, its performance declines with greater atypicality. The study findings underscore the need for AI systems to encompass a broader range of linguistic capabilities, cultural understanding, and diverse clinical scenarios to improve diagnostic utility in real-world settings.
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Inteligência Artificial , Humanos , Diagnóstico Diferencial , Erros de Diagnóstico/estatística & dados numéricos , Erros de Diagnóstico/prevenção & controleRESUMO
AIMS: We investigated the characteristics of infection and the utility of inflammatory markers in diabetic ketoacidosis (DKA) and hyperosmolar hyperglycemic syndrome (HHS). METHODS: A multicenter, retrospective observational study in 21 acute-care hospitals was conducted in Japan. This study included adult hospitalized patients with DKA and HHS. We analyzed the diagnostic accuracy of markers including C-reactive protein (CRP) and procalcitonin (PCT) for bacteremia. Multiple regression models were created for estimating bacteremia risk factors. RESULTS: A total of 771 patients, including 545 patients with DKA and 226 patients with HHS, were analyzed. The mean age was 58.2 (SD, 19.3) years. Of these, 70 tested positive for blood culture. The mortality rates of those with and without bacteremia were 14 % and 3.3 % (P-value < 0.001). The area under the curve (AUC) of CRP and PCT for diagnosis of bacteremia was 0.85 (95 %CI, 0.81-0.89) and 0.76 (95 %CI, 0.60-0.92), respectively. Logistic regression models identified older age, altered level of consciousness, hypotension, and higher CRP as risk factors for bacteremia. CONCLUSIONS: The mortality rate was higher in patients with bacteremia than patients without it. CRP, rather than PCT, may be valid for diagnosing bacteremia in hyperglycemic emergencies. TRIAL REGISTRATION: This study is registered in the UMIN clinical trial registration system (UMIN000025393, Registered December 23, 2016).
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Bacteriemia , Proteína C-Reativa , Cetoacidose Diabética , Coma Hiperglicêmico Hiperosmolar não Cetótico , Humanos , Estudos Retrospectivos , Masculino , Feminino , Pessoa de Meia-Idade , Cetoacidose Diabética/diagnóstico , Cetoacidose Diabética/sangue , Cetoacidose Diabética/epidemiologia , Coma Hiperglicêmico Hiperosmolar não Cetótico/diagnóstico , Coma Hiperglicêmico Hiperosmolar não Cetótico/sangue , Coma Hiperglicêmico Hiperosmolar não Cetótico/complicações , Idoso , Adulto , Bacteriemia/diagnóstico , Bacteriemia/mortalidade , Bacteriemia/epidemiologia , Proteína C-Reativa/análise , Proteína C-Reativa/metabolismo , Japão/epidemiologia , Fatores de Risco , Pró-Calcitonina/sangue , Biomarcadores/sangueRESUMO
Patient engagement for patient safety is emphasized in recent years. Therefore, the Committee on Quality and Patient Safety of the Japan Primary Care Association developed a Japanese Patient Engagement Promotion Training (J-PEPT) course. J-PEPT promotes to facilitate the implementation of PE strategies and contributes to nationwide dissemination for patient safety.
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Hyperglycemic emergencies frequently lead to acute kidney injury (AKI) and require treatment with large amount of intravenous fluids. However, the effects of chloride loading on this population have not yet been investigated. We conducted a multicenter, retrospective, cohort study in 21 acute-care hospitals in Japan. The study included hospitalized adult patients with diabetic ketoacidosis (DKA) and hyperosmolar hyperglycemic syndrome (HHS) who had AKI upon arrival. The patients were classified into high and low chloride groups based on the amount of chloride administered within the first 48 h of their arrival. The primary outcome was recovery from AKI; secondary outcome was major adverse kidney events within 30 days (MAKE30), including mortality and prolonged renal failure. A total of 390 patients with AKI, including 268 (69%) with DKA and 122 (31%) with HHS, were included in the study. Using the criteria of Kidney Disease Improving Global Outcomes, the severity of AKI in the patients was Stage 1 (n = 159, 41%), Stage 2 (n = 121, 31%), and Stage 3 (n = 110, 28%). The analysis showed no significant difference between the two groups in recovery from AKI (adjusted hazard ratio, 0.96; 95% CI 0.72-1.28; P = 0.78) and in MAKE30 (adjusted odds ratio, 0.91; 95% CI 0.45-1.76; P = 0.80). Chloride loading with fluid administration had no significant impact on recovery from AKI in patients with hyperglycemic emergencies.Trial Registration This study was registered in the UMIN clinical trial registration system (UMIN000025393, registered December 23, 2016).
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Injúria Renal Aguda , Cetoacidose Diabética , Humanos , Estudos Retrospectivos , Injúria Renal Aguda/etiologia , Injúria Renal Aguda/terapia , Injúria Renal Aguda/fisiopatologia , Masculino , Feminino , Pessoa de Meia-Idade , Idoso , Japão/epidemiologia , Cetoacidose Diabética/complicações , Cloretos/sangue , Cloretos/análise , Estudos de Coortes , Adulto , Hiperglicemia/complicações , Coma Hiperglicêmico Hiperosmolar não Cetótico/complicações , Hidratação/métodos , EmergênciasRESUMO
OBJECTIVES: In Japan's ageing society, the utility of US-based and UK-based palliative care screening tools in the inpatient setting is unknown. The purpose of this study is to identify the unmet palliative care needs of patients who are admitted to an acute care hospital using the US-based and UK-based screening tools. METHODS: This single-centre, cross-sectional study included patients who were admitted to an acute care hospital in Tokyo, Japan, from November 2019 to January 2020. We used the Supportive and Palliative Care Indicator Tool and Palliative Care Screening Tool in the Emergency Department among admitted patients. RESULTS: 126 patients (51.6%) were screened positive in total. Among these patients, the main comorbid conditions were dementia/frailty (85.7%) and neurological disease (50.8%). CONCLUSIONS: One out of every two internal medicine inpatients at acute care hospitals may have palliative care needs. Given the lack of adequate palliative care workforce in Japan, a modified screening tool to capture the most high-risk patients may be necessary.
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INTRODUCTION: Diabetic ketoacidosis (DKA) and hyperglycemic hyperosmolar syndrome (HHS) are life-threatening complications of diabetes mellitus. Their clinical profiles have not been fully investigated. METHODS: A multicenter retrospective cohort study was conducted in 21 acute care hospitals in Japan. Patients included were adults aged 18 or older who had been hospitalized from January 1, 2012, to December 31, 2016 due to DKA or HHS. The data were extracted from patient medical records. A four-group comparison (mild DKA, moderate DKA, severe DKA, and HHS) was performed to evaluate outcomes. RESULTS: A total of 771 patients including 545 patients with DKA and 226 patients with HHS were identified during the study period. The major precipitating factors of disease episodes were poor medication compliance, infectious diseases, and excessive drinking of sugar-sweetened beverages. The median hospital stay was 16 days [IQR 10-26 days]. The intensive care unit (ICU) admission rate was 44.4% (mean) and the rate at each hospital ranged from 0 to 100%. The in-hospital mortality rate was 2.8% in patients with DKA and 7.1% in the HHS group. No significant difference in mortality was seen among the three DKA groups. CONCLUSIONS: The mortality rate of patients with DKA in Japan is similar to other studies, while that of HHS was lower. The ICU admission rate varied among institutions. There was no significant association between the severity of DKA and mortality in the study population. TRIAL REGISTRATION: This study is registered in the UMIN clinical Trial Registration System (UMIN000025393, Registered 23th December 2016).
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Diabetes Mellitus , Cetoacidose Diabética , Coma Hiperglicêmico Hiperosmolar não Cetótico , Adulto , Humanos , Cetoacidose Diabética/etiologia , Cetoacidose Diabética/complicações , Coma Hiperglicêmico Hiperosmolar não Cetótico/complicações , Coma Hiperglicêmico Hiperosmolar não Cetótico/epidemiologia , Estudos Retrospectivos , Japão/epidemiologia , HospitaisRESUMO
Overuse of antacids is associated with the development and recurrence of Clostridioides difficile infection (CDI). Discontinuation of unnecessary antacids for CDI management is advocated; however, the clinical pervasiveness on the discontinuation of antacids remains unclear. We conducted a single-center retrospective observational study to determine the rate of antacid discontinuation following CDI diagnosis. Among 51 patients (58 infections; median age 76.5 years, range 69-82; 53.5% women) treated with antimicrobials against C. difficile, 41 had been treated with antacids, and of these, 18 exhibited no indication for antacid administration. However, none had discontinued antacid use. While CDI provides an opportunity for antacid stewardship, it is not implemented in clinical practice. In addition to the efforts of individual clinicians, the dissemination of knowledge of the indications and side effects of antacids, establishment of a multidisciplinary support system, and creation and implementation of a clinical stewardship pathway are necessary to increase the deprescription of antacids in patients with CDI.
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Clostridioides difficile , Infecções por Clostridium , Desprescrições , Humanos , Feminino , Idoso , Idoso de 80 Anos ou mais , Masculino , Antiácidos/efeitos adversos , Fatores de Risco , Infecções por Clostridium/diagnóstico , Infecções por Clostridium/tratamento farmacológicoRESUMO
OBJECTIVE: We investigated the efficacy of the Delirium Team Approach program for delirium prevention after cardiovascular surgery. METHODS: We retrospectively investigated 256 patients who underwent cardiac or thoracic vascular surgery between May 2017 and May 2020. We compared the outcomes before and after implementation of the Delirium Team Approach program in December 2018. The program included the following components: (a) educational sessions for the medical team regarding delirium and its management, (b) review of preprinted physician orders for insomnia and agitation, and (c) routine screening for delirium. We investigated the early outcomes and effects of the Delirium Team Approach program on postoperative delirium. RESULTS: The incidence of postoperative delirium significantly decreased from 53.3% to 37.0% after implementation of the Delirium Team Approach program (P = .008). Although no intergroup differences were observed in the rates of stroke and reexploration for bleeding, the length of intensive care unit stay and the overall length of postoperative hospital stay were shorter in the postintervention group. Hospital costs, excluding surgery, and the cost during intensive care unit stay were lower in the postintervention group. Multivariable analysis showed that the Delirium Team Approach program was associated with a reduction in postoperative delirium (odds ratio, 0.38; 95% confidence interval, 0.21-0.67; P = .001). Other predictors of delirium included age, dementia, chronic kidney disease, and intubation time. After risk adjustment using propensity score matching, the rate of postoperative delirium was lower in the postintervention group. CONCLUSIONS: Implementation of the Delirium Team Approach program was associated with a lower incidence of postoperative delirium in patients who underwent cardiovascular surgery.
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Delírio do Despertar , Humanos , Estudos Retrospectivos , Escolaridade , Coração , Custos HospitalaresRESUMO
In Japan, general internal medicine (GIM) physicians must be aware of frequently encountered infections because of the shortage of infectious disease (ID) specialists. However, there are currently no epidemiological data on this subject. This study aimed to describe the frequency and pattern of ID consultations requested by GIM physicians in Japan. This is a 3-year retrospective review of the ID consultations requested by GIM physicians in Japan at a community-based acute tertiary care teaching hospital in Tokyo from April 2018 to March 2021. Demographic data, such as reasons for consultation, causative organism, and final diagnoses, were collected. During the study period, ID consultations were requested by GIM physicians 128 times. The incidence rates of bacteremia and 30-day mortality were 65.6% (nâ =â 84) and 3.1% (nâ =â 4), respectively. The most common diagnostic classifications after ID consultation were bone/joint (24.2%, nâ =â 31), respiratory (17.7%, nâ =â 22), and cardiovascular infections (12.5%, nâ =â 16). The most common final diagnoses were bacteremia (11.7%, nâ =â 15), infective endocarditis (9.4%, nâ =â 12), and vertebral osteomyelitis (7.8%, nâ =â 10). This is the first study to describe the ID consultation cases requested by GIM physicians in Japan in a community-based acute tertiary care teaching hospital. Despite the shortage of ID specialists, GIM physicians covered a wide range of IDs, including bone/joint infections and infectious endocarditis, which require long-term care. ID and GIM physicians, including hospitalists, should cooperate to promote the quality of care and clinical management. Future multi-center studies with large numbers of clinical cases are needed to determine the ID clinical knowledge required by GIM physicians in Japan.
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Bacteriemia , Doenças Transmissíveis , Clínicos Gerais , Humanos , Japão/epidemiologia , Medicina Interna , Encaminhamento e Consulta , Doenças Transmissíveis/diagnóstico , Doenças Transmissíveis/epidemiologia , Doenças Transmissíveis/terapia , Bacteriemia/diagnóstico , Bacteriemia/epidemiologiaRESUMO
Purpose: Fever is relatively common in patients admitted to general wards. There is no standardized approach, and little is known about how physicians respond to fever. Additionally, preprinted physician orders are routinely used clinically in hospital medicine, and it is not clear how preprinted physician orders for fever affect the care of patients with fever. Therefore, we aimed to determine whether preprinted physician orders for inpatients have an effect on the time from fever measurement to blood culture collection. Patients and Methods: This was a single-center, retrospective, cross-sectional study of patients with bacteremia. Between January 1, 2015 and December 31, 2019, 137 hospitalized febrile patients diagnosed with bacteremia by blood culture prepared from blood collected 72 h after hospitalization were included. Results: Preprinted physician orders with instructions to call the physician if the patient has a fever were present for 59 patients. For preprinted physician orders with instructions to notify the physician about fever onset, 62.7% of the blood cultures were collected within 1 h of fever observation; when preprinted orders were not used, only 23.1% met the 1-h collection criterion. Multivariate analysis showed that preprinted physician orders were significantly associated with blood culture collection within 1 h from the reporting of fever (odds ratio, 4.94; 95% confidence interval, 2.27-10.70). Conclusion: Preprinted physician orders with instructions to notify the physician about fever onset were present for only 40% of our sample, and this was related to the time of blood culture collection.
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Diagnostic reasoning is the thought process used to arrive at a diagnosis based on symptoms, examination findings, and laboratory values. Diagnosis is categorized as nonanalytic reasoning (intuition) and analytic reasoning (analysis). Rehabilitation nutrition involves the diagnosis of nutritional disorders, sarcopenia, and excess or deficient nutrient intake. There is usually only one correct answer for the presence or absence of these. On the other hand, there may be no single correct answer for the causes of anorexia, weight loss, or sarcopenia, and analytical reasoning is required. In this case, diagnostic reasoning involves hypotheses. Simply using nutritional supplements without performing diagnostic reasoning about these causes is like prescribing antipyretic analgesics to a patient with a headache without diagnosing the cause of the headache. To maximize function and quality of life in rehabilitation nutrition, it is necessary to suspect the common causes of anorexia, weight loss, and sarcopenia in all cases.
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Introduction: Non-episodic angioedema associated with eosinophilia (NEAE) has been reported primarily in young East Asian women and is characterized by a single episode of persistent limb oedema, peripheral eosinophilia, and transient joint pain. Although there are reports of eosinophilia disease after coronavirus disease 2019 (COVID-19), the occurrence of NEAE has not been previously reported. Case description: A 29-year-old Japanese woman, with a history of allergic rhinitis and atopic dermatitis, sought a medical consultation for persisting oedema of the extremities, which developed about 2 weeks after she contracted COVID-19. Physical examination revealed symmetrical non-pitting oedema with peripheral predominance. Laboratory examination revealed a blood eosinophil count of 7536/µl. The patient was diagnosed with NEAE and a 7-day course of prednisolone (15 mg/day) was initiated, with rapid improvement in the oedema and no recurrence on follow-up. Discussion: The exact aetiology of NEAE is unknown, but it may develop after infection or drug exposure. Eosinophilic disease after COVID-19 infection has been reported and, therefore, eosinophilic angioedema should be considered in the differential diagnosis of non-pitting oedema of the extremities after a COVID-19 infection. Early diagnosis of NEAE is important as rapid improvement can be achieved with low-dose steroid treatment. Conclusion: NEAE can develop after COVID-19 and should be considered in the differential diagnosis of non-pitting oedema of the extremities. LEARNING POINTS: Non-episodic angioedema associated with eosinophilia (NEAE) is characterized by a single episode of symmetrical non-pitting oedema with distal limb predominance.The case presented indicates that NEAE can occur after COVID-19 infection.Therefore, eosinophilic angioedema should be considered in the differential diagnosis of non-pitting oedema of the extremities in a patient with a positive COVID-19 history.
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BACKGROUND: Individuals undergoing rehabilitation often experience nutritional problems such as malnutrition, but there are no clinical practice guidelines (CPGs) specifically tailored to the combination of rehabilitation and nutritional care for these patients. The Japanese Association for Rehabilitation Nutrition aimed to develop CPGs for rehabilitation nutrition to support clinical decision making in daily practice. METHODS: A CPG committee and development process based on the Grading of Recommendations Assessment, Development and Evaluation system and the Minds Handbook for Clinical Practice Guideline Development 2014 was established. Four clinical questions were defined for patients undergoing rehabilitation for cerebrovascular disease, hip fracture, cancer, and acute illness. Literatures of randomised control trials (RCTs) up to April 2020 were searched for using the MEDLINE, EMBASE, CENTRAL, and Ichushi-web databases. After screening, full-text papers were assessed for eligibility for analysis. Subsequently, studies included in the systematic review were examined regarding their risk of bias, and underwent meta-analyses. A CPG development committee drafted the guidelines based on the systematic review report. Final recommendations were determined by the panel members. RESULTS: Four recommendations were made based on 4 to 9 RCTs for each disease/condition. The certainty of the evidence ranged from very low to low. Overall, the enhanced nutritional care was weakly recommended for rehabilitation patients with cerebrovascular disease, hip fracture, cancer, and acute illnesses. CONCLUSIONS: This CPG provides tentative recommendations for nutritional care of individuals undergoing rehabilitation. Due to low certainty of evidence and small sample sizes of the included studies, more high-quality and larger RCTs are needed to develop more practical CPGs.
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Transtornos Cerebrovasculares , Fraturas do Quadril , Desnutrição , Neoplasias , Doença Aguda , Humanos , Desnutrição/diagnóstico , Neoplasias/complicaçõesRESUMO
A 49-year-old man with malignant hypertension, acute kidney injury and mental deterioration was referred to our hospital. We initially observed microangiopathic hemolytic anemia, thrombocytopenia and kidney damage, indicating he had thrombotic microangiopathy (TMA). We considered TMA was caused by malignant hypertension and therefore did not start plasma therapy. The French TMA reference center reported that platelet counts and serum creatine levels have high values for predicting severe ADAMTS13 deficiency. The patient fully recovered from his illness after treatment with antihypertensive drugs and intermittent hemodialysis. This case might thus be useful to understand the proper differential diagnosis and treatment of TMA.