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1.
Am J Med Sci ; 365(4): 361-367, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36265656

RESUMO

BACKGROUND: Vitamin D is an important immune modulator and is associated with susceptibility to infection. However, past studies have reported inconsistent results regarding the association between vitamin D deficiency and mortality in patients with sepsis, and early-stage data regarding septic shock are limited. This study aimed to determine the relationship between vitamin D deficiency on admission to the emergency department (ED) and mortality in patients with septic shock. METHODS: We analyzed prospectively collected data on adult patients with septic shock who were treated with protocol-driven resuscitation bundle therapy in the ED between September 2019 and February 2021. Septic shock was defined by the sepsis-3 definition and vitamin D deficiency was defined as a 25-hydroxyvitamin D <20 ng/ml. The primary outcome was 30-day mortality. RESULTS: A total of 302 patients were included, 236 (78.1%) patients had vitamin D deficiency; it was significantly higher in non-survivors than in survivors (89.3% vs. 73.9%, P = 0.004). Mortality was higher in vitamin D deficient patients than in non-deficient patients (31.8% vs. 13.6%, P = 0.004). In multivariate analysis, vitamin D deficiency (odds ratio [OR], 2.43; 95 % confidence interval [CI], 1.03-5.74), hyperlactatemia (OR, 3.65; 95 % CI, 1.95-6.83), Sequential Organ Failure Assessment scores (OR, 1.22; 95% CI, 1.09-1.36), and albumin levels (OR, 0.39; 95% CI, 0.21-0.73) were significantly associated with 30-day mortality. CONCLUSIONS: Vitamin D deficiency was prevalent in patients with septic shock visiting the ED and was associated with mortality.


Assuntos
Choque Séptico , Deficiência de Vitamina D , Adulto , Humanos , Serviço Hospitalar de Emergência , Ressuscitação/métodos , Sepse , Choque Séptico/complicações , Choque Séptico/mortalidade , Choque Séptico/terapia , Vitamina D , Deficiência de Vitamina D/complicações
2.
Sci Rep ; 12(1): 1653, 2022 01 31.
Artigo em Inglês | MEDLINE | ID: mdl-35102240

RESUMO

Indications of extracorporeal cardiopulmonary resuscitation (ECPR) are still debatable, particularly in patients with cancer. Prediction of the prognosis of in-hospital cardiac arrest (IHCA) in patients with cancer receiving ECPR is important given the increasing prevalence and survival rate of cancer. We compared the neurologic outcomes and survival rates of IHCA patients with and without cancer receiving ECPR. Data from the extracorporeal membrane oxygenation registry between 2015 and 2019 were used in a retrospective manner. The primary outcome was 6-month good neurologic outcome, defined as a Cerebral performance category score of 1 or 2. The secondary outcomes were 1- and 3-month good neurologic outcome, and 6-month survival. Among 247 IHCA patients with ECPR, 43 had active cancer. The 6-month good neurologic outcome rate was 27.9% and 32.4% in patients with and without active cancer, respectively (P > 0.05). Good neurologic outcomes at 1-month (30.2% vs. 20.6%) and 3-month (30.2% vs. 28.4%), and the survival rate at 6-month (39.5% vs. 36.5%) were not significantly different (all P > 0.05) Active cancer was not associated with 6-month good neurologic outcome by logistic regression analyses. Therefore, patients with IHCA should not be excluded from ECPR solely for the presence of cancer itself.


Assuntos
Reanimação Cardiopulmonar , Oxigenação por Membrana Extracorpórea , Parada Cardíaca/terapia , Neoplasias/complicações , Idoso , Reanimação Cardiopulmonar/efeitos adversos , Tomada de Decisão Clínica , Registros Eletrônicos de Saúde , Oxigenação por Membrana Extracorpórea/efeitos adversos , Estudos de Viabilidade , Feminino , Parada Cardíaca/complicações , Parada Cardíaca/diagnóstico , Parada Cardíaca/fisiopatologia , Hospitalização , Humanos , Pacientes Internados , Masculino , Pessoa de Meia-Idade , Neoplasias/diagnóstico , Recuperação de Função Fisiológica , Sistema de Registros , Estudos Retrospectivos , Medição de Risco , Fatores de Risco , Fatores de Tempo , Resultado do Tratamento
3.
Shock ; 57(5): 639-644, 2022 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-35081078

RESUMO

AIM: We investigated the association between vitamin D deficiency and neurologic outcomes after cardiopulmonary resuscitation. METHOD: Data from the prospective cardiac arrest registry in the emergency department between October 2019 and April 2021 were retrospectively analyzed. Blood samples were obtained during cardiopulmonary resuscitation wherein 25-hydroxyvitamin D serum levels were analyzed; deficiency was defined as levels < 10 ng/mL. The primary outcome was neurologic outcomes at 3 months assessed using the modified Rankin Scale. RESULT: A total of 195 patients (mean age, 64.5 ±â€Š16.1 years; 135 [69.2%] men) were included. A significantly greater proportion of patients with poor outcomes had vitamin D deficiency compared with those with good outcomes (49.4% vs. 18.2%, P = 0.001). The area under the curve for a sustained return of spontaneous circulation and 3-month poor neurologic outcomes was 0.595 (P = 0.031) and 0.704 (P < 0.001), respectively. In a multivariate analysis, vitamin D deficiency (odds ratio [OR]: 10.22; 95% confidence interval [CI]: 1.47-70.82, P = 0.019), initial shockable rhythm (OR: 0.03; 95% CI: 0.00-0.84, P = 0.040), low flow time (OR: 1.10; 95% CI: 1.03-1.16, P = 0.003), and thrombocytopenia (OR: 10.66; 95% CI: 1.13-100.41, P = 0.039) were significantly associated with 3-month poor neurologic outcomes. CONCLUSION: The prevalence of vitamin D deficiency in patients with cardiac arrest was 44% and was associated with poor neurological outcomes at 3 months.


Assuntos
Reanimação Cardiopulmonar , Parada Cardíaca Extra-Hospitalar , Deficiência de Vitamina D , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Razão de Chances , Sistema de Registros , Estudos Retrospectivos , Deficiência de Vitamina D/complicações , Deficiência de Vitamina D/epidemiologia
4.
J Clin Med ; 10(22)2021 Nov 21.
Artigo em Inglês | MEDLINE | ID: mdl-34830723

RESUMO

It is challenging to rule out acute coronary syndrome among chest pain patients without both ST-segment elevation in electrocardiography and troponin elevation at emergency departments (ED). The purpose of this study was to develop a prediction model for rapidly determining the occurrence of significant stenosis in coronary computed tomography angiography (CCTA). Retrospective observational cohort study was conducted with 904 patients who had presented with chest pain without troponin elevation and ST-segment changes and underwent CCTA between January 2017 and December 2018. The primary endpoint was the presence of significant stenosis on CCTA, defined as narrowing above 70% diameter. The logistic regression model was used for development a new predictive model. One hundred and thirty-four patients (14.8%) were shown severe stenosis. The independent associated factors for significant stenosis were age ≥65 years, male, diabetes, history of acute coronary syndrome, and typical chest pain. Based these results, we developed a new prediction model. The area under the curve was 0.782 (95% confidence interval 0.742-0.822). Moreover, score of ≥5 was chosen as cut-off values with 86.6% sensitivity and 56.4% specificity. In conclusion, among chest pain patients without ST changes and troponin elevation, the new score will be helpful to identify potential candidate for CCTA such as patients with significant stenosis.

5.
J Clin Med ; 10(13)2021 Jun 29.
Artigo em Inglês | MEDLINE | ID: mdl-34209962

RESUMO

(1) Bio-electrical impedance analysis (BIA) is a rapid, simple, and noninvasive tool for evaluating the metabolic status and for assessing volume status in critically ill patients. Little is known, however, the prognostic value of body composition analysis in septic shock patients. This study assessed the association between parameters by body composition analysis and mortality in patients with septic shock in the emergency department (ED). (2) Data were prospectively collected on adult patients with septic shock who underwent protocol-driven resuscitation bundle therapy between December 2019 and January 2021. The primary outcome was 30-day mortality. (3) The study included 261 patients, the average ratio of extracellular water (ECW) to total body water (TBW) was significantly higher in non-survivors than in survivors (0.414 vs. 0.401, p < 0.001). Multivariate analysis showed that ECW/TBW ≥ 0.41 (odds ratio (OR), 4.62; 95% confidence interval (CI), 2.31-9.26, p < 0.001), altered mental status (OR, 2.88; 95% CI, 1.28-6.46, p = 0.010), and lactate level (OR, 1.24; 95% CI, 1.12-1.37, p < 0.001) were significantly associated with 30-day mortality in patients with septic shock. (4) ECW/TBW ≥ 0.41 may be associated with 30-day mortality in patients with septic shock receiving protocol-driven resuscitation bundle therapy in the ED.

6.
Sci Rep ; 11(1): 11833, 2021 06 04.
Artigo em Inglês | MEDLINE | ID: mdl-34088928

RESUMO

Coagulopathy is frequent in septic shock and plays a key role in multiple organ dysfunction. The aim of this study is to investigate application values of thromboelastography (TEG) for outcome in septic shock patients with a normal value of prothrombin time (PT) and active partial thromboplastin time (aPTT). Prospective observational study using 1298 consecutive septic shock patients with TEG at admission was conducted at the emergency department (ED) of a tertiary care hospital in South Korea between 2016 and 2019. After excluding overt-disseminated intravascular coagulation (DIC) defined by scoring system, we included patients with a normal value of international normalized ratio ≤ 1.3 and aPTT ≤ 34 s. The primary outcome was 28-day mortality. 893 patients were included and 129 patients with overt DIC were excluded. Of the 764 remaining patients, 414 (54.2%) patients showed normal PT and aPTT (28-day mortality rate, 11.4%). TEG values such as reaction time, kinetic time (K), alpha angle (α), maximum amplitude (MA) and lysis index (LY 30) showed no significant mean difference between the survivor and non-survivor groups. However, hypocoagulable TEG values such as α < 53° (12.0% vs. 23.4%; p = 0.039), and MA < 50 mm (6.3% vs. 21.3%; p = 0.002) were significantly higher in the non-survived group. In multivariate analysis, hypocoagulable state (defined as K > 3 and α < 53 and MA < 50) was independent factors associated with increased risk of death (OR 4.882 [95% CI, 1.698-14.035]; p = 0.003). In conclusion, septic shock patients with normal PT and aPTT can be associated with impaired TEG profile, such as hypocoagulability, associated with increased mortality.


Assuntos
Tempo de Tromboplastina Parcial , Tempo de Protrombina , Choque Séptico/sangue , Choque Séptico/diagnóstico por imagem , Tromboelastografia/métodos , Idoso , Coagulação Sanguínea , Testes de Coagulação Sanguínea , Serviço Hospitalar de Emergência/estatística & dados numéricos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos , Sistema de Registros , República da Coreia/epidemiologia , Resultado do Tratamento
7.
Am J Emerg Med ; 43: 200-204, 2021 05.
Artigo em Inglês | MEDLINE | ID: mdl-32139209

RESUMO

OBJECTIVE: Current guidelines recommend the use of the updated Diamond-Forrester (DF) method and Coronary Artery Disease (CAD) Consortium models to assess the pretest probability of obstructive CAD. The present study aimed to compare the performance of these models among patients with chest pain evaluated in an emergency department (ED). METHODS: We compared three scores (DF, CAD consortium basic, and clinical) among 1247 consecutive patients with chest pain who underwent coronary computed tomographic angiography (CTA). Invasive angiography was performed to confirm the stenosis for those who showed obstructive CAD on CTA, if clinically indicated. Primary outcome was the presence of obstructive CAD (≧50% stenosis). RESULTS: Overall, 426 (34.2%) patients were diagnosed with obstructive CAD. The expected prevalence of CAD was underestimated by the CAD consortium clinical model (23.4%) and overestimated by the DF model (53.1%). For the prediction of obstructive CAD, the CAD consortium clinical model had superior area under the receiver-operating curve (0.754), followed by the CAD consortium basic (0.736), and finally, the DF model (0.718). Whereas the CAD consortium models more accurately classified patients without any CAD or nonobstructive CAD as low-risk patients, the DF model more accurately classified high-risk patients with obstructive CAD. The net reclassification improvement of CAD consortium basic and clinical models were 24.7% and 27.9%, respectively. CONCLUSIONS: Compared with the DF model, the CAD consortium clinical model appears to improve the prediction of low-risk patients with <15% probability of having obstructive CAD. However, this model needs caution when using in high-risk population.


Assuntos
Doença da Artéria Coronariana/diagnóstico , Guias de Prática Clínica como Assunto , Valor Preditivo dos Testes , Idoso , Dor no Peito/diagnóstico por imagem , Dor no Peito/epidemiologia , Angiografia por Tomografia Computadorizada/estatística & dados numéricos , Angiografia Coronária/estatística & dados numéricos , Doença da Artéria Coronariana/epidemiologia , Serviço Hospitalar de Emergência/estatística & dados numéricos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Prevalência , Medição de Risco
8.
Intern Emerg Med ; 16(2): 447-454, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-32617905

RESUMO

The HEART (history, ECG, age, risk factors, troponin) pathway (HP) was developed for identifying low-risk patients for early discharge among patients presenting with chest pain to the emergency department (ED). We investigated whether adding coronary computed tomography angiography (CCTA) results to selected patients could improve the diagnostic accuracy of the HP. Patients suspected of acute coronary syndrome who had undergone CCTA were included. The HP was modified by adding CCTA results of stenosis of any major epicardial coronary arteries to patients either with 0-3 points and a positive troponin test or with 4-6 points. All patients were reclassified into low and increased risk groups. We then compared the accuracy of the modified HP, the HP, and the HEART score. The primary outcome was the 30-day major adverse cardiac events (MACE). Of the total 1239 patients included, MACE occurred in 206 (16.6%) patients. Adding the CCTA results increased the proportion of patients with low risk (68.7%) compared with the HP (40.0%) and the HEART score (47.4%). Using the modified HP, 50.4% of patients with intermediate-risk by the HEART score could be discharged from the ED and had no MACE. Incorporation of CCTA results improved the accuracy rate for the prediction of MACE compared with the HP and the HEART score (net reclassification improvements were 34.5 and 39.6%, respectively). Using the CCTA after the HP in selected patients could be a better strategy to discharge more patients early and safely.


Assuntos
Síndrome Coronariana Aguda/diagnóstico , Angiografia por Tomografia Computadorizada , Angiografia Coronária , Fatores Etários , Diagnóstico Diferencial , Eletrocardiografia , Serviço Hospitalar de Emergência , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Medição de Risco , Fatores de Risco , Troponina/sangue
9.
Sci Rep ; 10(1): 22180, 2020 12 17.
Artigo em Inglês | MEDLINE | ID: mdl-33335205

RESUMO

Precise criteria for extracorporeal cardiopulmonary resuscitation (ECPR) are still lacking in patients with out-of-hospital cardiac arrest (OHCA). We aimed to investigate whether adopting our hypothesized criteria for ECPR to patients with refractory OHCA could benefit. This before-after study compared 4.5 years after implementation of ECPR for refractory OHCA patients who met our criteria (Jan, 2015 to May, 2019) and 4 years of undergoing conventional CPR (CCPR) prior to ECPR with patients who met the criteria (Jan, 2011 to Jan, 2014) in the emergency department. The primary and secondary outcomes were good neurologic outcome at 6-months and 1-month respectively, defined as 1 or 2 on the Cerebral Performance Category score. A total of 70 patients (40 with CCPR and 30 with ECPR) were included. For a good neurologic status at 6-months and 1-month, patients with ECPR (33.3%, 26.7%) were superior to those with CCPR (5.0%, 5.0%) (all Ps < 0.05). Among patients with ECPR, a group with a good neurologic status showed shorter low-flow time, longer extracorporeal membrane oxygenation duration and hospital stays, and lower epinephrine doses used (all Ps < 0.05). The application of the detailed indication before initiating ECPR appears to increase a good neurologic outcome rate.


Assuntos
Reanimação Cardiopulmonar , Oxigenação por Membrana Extracorpórea , Parada Cardíaca Extra-Hospitalar/terapia , Idoso , Reanimação Cardiopulmonar/efeitos adversos , Reanimação Cardiopulmonar/métodos , Tomada de Decisão Clínica , Comorbidade , Árvores de Decisões , Gerenciamento Clínico , Oxigenação por Membrana Extracorpórea/efeitos adversos , Oxigenação por Membrana Extracorpórea/métodos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Parada Cardíaca Extra-Hospitalar/mortalidade , Avaliação de Resultados da Assistência ao Paciente , Seleção de Pacientes , Taxa de Sobrevida
10.
J Clin Med ; 9(12)2020 Nov 29.
Artigo em Inglês | MEDLINE | ID: mdl-33260354

RESUMO

(1) Background: The currently proposed criteria for diagnosing overt disseminated intravascular coagulation (DIC) are not suitable for early detection of DIC. Thromboelastography (TEG) rapidly provides a comprehensive assessment of the entire coagulation process and is helpful as a guide for correcting consumptive coagulopathy in sepsis-induced DIC. This study aimed to investigate the role of TEG in the prediction of DIC in patients with septic shock. (2) Methods: TEG was conducted prospectively in 1294 patients with septic shock at the emergency department (ED) between January 2016 and December 2019. After exclusion of 405 patients with "do not attempt resuscitation" orders, those refusing enrollment, and those developing septic shock after ED presentation, 889 patients were included. DIC was defined as an International Society on Thrombosis and Hemostasis score ≥ 5 points within 24 h. (3) Results: Of the 889 patients with septic shock (mean age 65.6 ± 12.7 years, 58.6% male), 158 (17.8%) developed DIC. TEG values, except lysis after 30 min, were significantly different between the DIC and non-DIC groups. Among the TEG values, the maximal amplitude (MA) had the highest discriminating power for DIC, with an area under the curve of 0.814. An MA < 60 indicated DIC with 79% sensitivity, 73% specificity, and 94% negative predictive value. Based on multivariable analysis, MA < 60 was an independent predictor of DIC (odds ratio 5.616 (95% confidence interval: 3.213-9.818)). (4) Conclusions: In patients with septic shock, the MA value in TEG could be a valuable tool for early prediction of DIC.

11.
Am J Emerg Med ; 38(9): 1737-1742, 2020 09.
Artigo em Inglês | MEDLINE | ID: mdl-32738469

RESUMO

BACKGROUND: Accurate risk stratification for obstructive coronary artery disease (CAD) and major cardiac adverse events (MACE) is important in emergency departments. We compared six established chest pain risk scores (the HEART score, CAD basic model, CAD clinical model, TIMI, GRACE, uDF) for prediction of obstructive CAD and MACE. METHODS: Patients who presented to the emergency department with chest pain or symptoms of suspected CAD and underwent coronary computed tomographic angiography were analyzed. The primary endpoint was adverse outcomes including the presence of obstructive CAD (≥50% stenosis) and the occurrence of MACE within 6 weeks. We compared the risk scores by the area under the receiver-operating characteristic curve (AUC) and calculated their respective net reclassification index (NRI). RESULTS: Adverse outcomes occurred in 285 (28.4%) out of the 1002 patients included. For the prediction of adverse outcomes, the AUC of the HEART score (0.792) was superior to those of the CAD clinical model (0.760), CAD basic model (0.749), TIMI (0.749), uDF (0.703), and GRACE (0.653). In terms of the NRI, the HEART score significantly improved the reclassification abilities of the uDF (0.39), GRACE score (0.27), CAD basic model (0.11), TIMI (0.10), and CAD clinical model (0.08) (all P < 0.05). The HEART score also had the highest negative predictive value as well (0.893). CONCLUSIONS: The HEART score was superior to other cardiac risk scores in predicting both obstructive CAD and MACE. However, due to the high false-negative rate (11%) of the HEART score, its use for identifying low-risk patients should be considered with caution.


Assuntos
Dor no Peito/diagnóstico por imagem , Angiografia por Tomografia Computadorizada , Angiografia Coronária , Doença da Artéria Coronariana/diagnóstico por imagem , Serviço Hospitalar de Emergência , Medição da Dor/métodos , Medição de Risco/métodos , Idoso , Biomarcadores/sangue , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes , Estudos Retrospectivos , Fatores de Risco
12.
Am J Emerg Med ; 38(11): 2264-2270, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-31757670

RESUMO

OBJECTIVE: We validated prior emergency department (ED) assessments of the chest pain score accelerated diagnostic pathway (EDACS-ADP) in Korean patients. This score is designed to discriminate patients at a low risk of a major adverse cardiac event (MACE) from those with a potentially more serious condition. METHODS: We retrospectively evaluated 1273 patients who had presented at our ED with chest pain or symptoms of a suspected coronary artery disease and who underwent coronary computed tomographic angiography from January 2017 to December 2018. These cases had been classified as low or high risk using the EDACS-ADP. The primary outcome was a MACE onset within 30 days of presentation. RESULTS: Of the total study patients, 448 (35.2%) were classified as low risk by the EDACS-ADP and 5 cases (1.1%) of MACE arose. Overall, 221 patients in the study population (17.3%) developed a MACE. The sensitivity, and negative predictive values of the EDACS-ADP were 97.7% (95% CI 94.8-99.3), and 98.9% (97.4-99.5), respectively. CONCLUSION: The sensitivity and negative predictive values for the EDACS-ADP were high in Korean patients presenting at the ED. However, the MACE rate among low-risk patients is higher than that considered acceptable by the majority of ED physicians for patients that are to be discharged without further evaluation. Further studies may be warranted for the successful application of the EDACS-ADP.


Assuntos
Dor no Peito/diagnóstico , Técnicas de Apoio para a Decisão , Medição de Risco/métodos , Idoso , Doenças Cardiovasculares/diagnóstico , Doenças Cardiovasculares/epidemiologia , Estudos de Casos e Controles , Dor no Peito/classificação , Dor no Peito/epidemiologia , Angiografia Coronária , Serviço Hospitalar de Emergência/estatística & dados numéricos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes , República da Coreia , Estudos Retrospectivos
14.
Intern Emerg Med ; 15(2): 319-326, 2020 03.
Artigo em Inglês | MEDLINE | ID: mdl-31729617

RESUMO

We studied whether previously developed cardiac risk scores-including history, ECG, age, risk factors, and troponin (HEART); Thrombolysis in Myocardial Infarction (TIMI); Global Registry of Acute Coronary Events (GRACE); and Emergency Department Assessment of Chest Pain (EDACS)-could be applied to predict major adverse cardiac events (MACE) in patients with possible coronary artery disease, including anginal equivalents. Patients with chest pain or anginal equivalents who underwent coronary computed tomographic angiography were included. The primary outcome was 30-day MACE. We compared the cardiac risk scores by the area under the receiver-operating characteristic curves (AUC). The primary outcome occurred in 200 patients (16.0%) of the 1247 patients included. For the prediction of MACE, the AUC of the HEART score (0.765) was superior to those of the TIMI (0.726), GRACE (0.612), and EDACS (0.631) scores. Among patients identified by each score as being at low risk, the MACE rate was the lowest for the HEART score (5.7%), followed by the TIMI (8.8%), EDACS (11.2%), and GRACE (12.2%) scores. At a sensitivity level of a < 2% rate of misses, the negative predictive value of the HEART score (1.0) outperformed those of the GRACE (0.932) and EDACS (0.964). The HEART score appeared to be more predictive of MACEs than the TIMI, GRACE, and EDACS in patients with chest pain or anginal equivalents. However, previously suggested cutoff could not safely identify low-risk patients for early discharge because of the unacceptably high rate of missed MACEs.


Assuntos
Dor no Peito/complicações , Medição de Risco/métodos , Idoso , Área Sob a Curva , Dor no Peito/mortalidade , Serviço Hospitalar de Emergência/organização & administração , Serviço Hospitalar de Emergência/estatística & dados numéricos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos , Curva ROC , República da Coreia , Estudos Retrospectivos , Medição de Risco/normas , Medição de Risco/estatística & dados numéricos , Fatores de Risco
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