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1.
Sci Rep ; 14(1): 9452, 2024 04 24.
Artigo em Inglês | MEDLINE | ID: mdl-38658546

RESUMO

Annually, different regions of the world are affected by natural disasters such as floods and earthquakes, resulting in significant loss of lives and financial resources. These events necessitate rescue operations, including the provision and distribution of relief items like food and clothing. One of the most critical challenges in such crises is meeting the blood requirement, as an efficient and reliable blood supply chain is indispensable. The perishable nature of blood precludes the establishment of a reserve stock, making it essential to minimize shortages through effective approaches and designs. In this study, we develop a mathematical programming model to optimize supply chains in post-crisis scenarios using multiple objectives. Presented model allocates blood to various demand facilities based on their quantity and location, considering potential situations. We employ real data from a case study in Iran and a robust optimization approach to address the issue. The study identifies blood donation centers and medical facilities, as well as the number and locations of new facilities needed. We also conduct scenario analysis to enhance the realism of presented approach. Presented research demonstrates that with proper management, crises of this nature can be handled with minimal expense and deficiency.


Assuntos
Bancos de Sangue , Humanos , Incerteza , Irã (Geográfico) , Bancos de Sangue/provisão & distribuição , Modelos Teóricos , Doadores de Sangue/provisão & distribuição , Desastres
3.
J Clin Apher ; 36(4): 628-633, 2021 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-33950554

RESUMO

BACKGROUND: Criteria for selection of FFP blood type has not been clearly established and use of group AB plasma is preferred by numerous transplantation protocols. AIMS: This study assesses the safety and efficacy of alternative group A or B plasma in ABO incompatible solid organ transplantation. MATERIALS & METHODS: Alternative use of group A or B plasma (incompatible plasma) was inevitable during the shortage of group AB plasma. Experience from select number of patients during the period of extreme group AB plasma shortage is described. RESULTS: The result of alternative use of group A or B plasma was within expectation, showing effective reduction of isoagglutinin titers for pre-operative desensitization and efficacy for treatment of post-operative patients. No immediate hemolytic transfusion reaction was reported. DISCUSSION: While validation in a larger cohort of patients is necessary, our limited experience have shown satisfactory clinical outcomes without adverse events. CONCLUSIONS: Use of incompatible group A or B plasma is a viable option when group AB plasma is limited.


Assuntos
Sistema ABO de Grupos Sanguíneos , Incompatibilidade de Grupos Sanguíneos/terapia , Troca Plasmática/métodos , Transplante/métodos , Aglutininas/química , Bancos de Sangue/provisão & distribuição , Sobrevivência de Enxerto , Hemólise , Humanos , Transplante de Rim/efeitos adversos , Segurança do Paciente , Plasma/imunologia , Plasmaferese , Reação Transfusional , Resultado do Tratamento
5.
Transfus Med ; 31(3): 200-205, 2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-33694217

RESUMO

OBJECTIVES: To estimate the number of actually Severe acute respiratory syndrome Coronavirus-2 (SARS-CoV-2) infected blood donors applying a statistical forecasting model. BACKGROUND: Following the outbreak of the SARS-CoV-2 epidemic, a drop in blood donation has been observed. It is crucial to determine the actual number of potential SARS-CoV-2-positive donors to define the measures and ensure adequate blood supply. METHODS: The cumulative incidence of SARS-CoV-2 positivity, calculated on the general population, was applied to the donor population by estimating the number of positive subjects. The calculation model was validated by the linear interpolation method. The number of blood units actually discarded based on post-donation information was also taken into account. RESULTS: Three months after the outbreak, 5322 donors were estimated to be positive for SARS-CoV-2 and were therefore potentially excluded from donation. A total of units of blood components were discarded following post donation information. The estimated number of donors deceased (180) and the number of clinically recovered individuals in the same period was also considered. CONCLUSION: This forecasting model can be used to obtain information on blood donors' involvement during future SARS-CoV-2 outbreaks, especially in case of changes concerning epidemiology, incidence by age bracket and geographical distribution and also for new outbreaks of emerging viruses.


Assuntos
Doadores de Sangue/estatística & dados numéricos , COVID-19/diagnóstico , COVID-19/epidemiologia , SARS-CoV-2 , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Bancos de Sangue/provisão & distribuição , Segurança do Sangue/estatística & dados numéricos , Seleção do Doador/estatística & dados numéricos , Feminino , Previsões , Humanos , Itália/epidemiologia , Masculino , Pessoa de Meia-Idade , Pandemias , Adulto Jovem
6.
Transfus Apher Sci ; 60(3): 103103, 2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-33627308

RESUMO

Supply and demand uncertainties combined with very short lifetime of blood platelets has led to significant wastage of the total blood collected from the donors. Conversely, great shortage of platelets may be obtained due to the limited number of donors and emergency demands. Therefore, it is of utmost importance to develop appropriate inventory management model to simultaneously minimize both shortage and wastage along the blood supply chain. To achieve this purpose, this paper presents an Inventory Management model for Age-differentiated platelets under supply/demand Uncertainties (IMAU) for Blood Supply Chains with Lateral Transshipment (BSCLT), resulting a new model named IMAU-BSCLT. The proposed model is solved using whale optimization algorithm considering the costs of ordering from blood centers and lateral transshipment, transportation, inventory holding, shortage, and wastage. In order to validate the proposed methodology, a case study of blood supply chain is used to show the usability of the proposed model and claim its benefits over existing models. Simulation results demonstrate that lateral transshipment between different demand nodes has a major impact on load balancing leads to simultaneously reduce both shortage and wastage costs. According to the obtained results, shortage rate (total shortage per total demands) and wastage rate (total wastage per total supply) of the proposed method are 3.4 % and 4.8 %, respectively.


Assuntos
Bancos de Sangue/provisão & distribuição , Plaquetas/fisiologia , Humanos
7.
Blood Transfus ; 19(2): 158-167, 2021 03.
Artigo em Inglês | MEDLINE | ID: mdl-33539280

RESUMO

BACKGROUND: The COVID-19 pandemic is placing blood and tissue establishments under unprecedented stress, putting its capacity to provide the adequate care needed at risk. Here we reflect on how our integrated organisational model has faced the first impact of the pandemic and describe what challenges, opportunities and lessons have emerged. MATERIALS AND METHODS: The organisational model of the Catalan Blood and Tissue Bank (Banc de Sang i Teixits, BST) is described. The new scenario was managed by following international recommendations and considering the pandemic in a context of volatility, uncertainty, complexity, and ambiguity (VUCA), allowing rapid measures to be taken. These aimed to: ensure donor safety, promote proper responses to patients' needs, ensure the health and well-being of personnel, and prepare for future scenarios. RESULTS: The BST has adapted its activities to the changes in demand. No shortage of any product or service occurred. Donor acceptance, safety and wellbeing were maintained except for tissue donation, which almost completely stopped. To support the health system, several activities have been promoted: large-scale convalescent plasma (CP) production, clinical trials with CP and mesenchymal stromal cells, massive COVID-19 diagnoses, and participation in co-operative research and publications. Haemovigilance is running smoothly and no adverse effects have been detected among donors or patients. DISCUSSION: Several elements have proven to be critical when addressing the pandemic scenario: a) the early creation of a crisis committee in combination with technical recommendations and the recognition of a VUCA scenario; b) identification of the strategies described; c) the integrated donor-to-patient organisational model; d) active Research and Development (R&D); and e) the flexibility of the staff. It is essential to underline the importance of the need for centralised management, effective contingency strategies, and early collaboration with peers.


Assuntos
Bancos de Sangue/organização & administração , COVID-19/epidemiologia , Pandemias , SARS-CoV-2 , Bancos de Tecidos/organização & administração , Bancos de Sangue/provisão & distribuição , Transfusão de Componentes Sanguíneos/estatística & dados numéricos , Doadores de Sangue , Transplante de Medula Óssea , COVID-19/prevenção & controle , COVID-19/terapia , Humanos , Imunização Passiva , Modelos Organizacionais , Doenças Profissionais/prevenção & controle , Segurança , Espanha , Obtenção de Tecidos e Órgãos , Soroterapia para COVID-19
8.
Vox Sang ; 116(7): 774-784, 2021 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-33529421

RESUMO

BACKGROUND AND OBJECTIVES: The coronavirus disease 2019 (COVID-19) affected millions of people worldwide and caused disruptions at the global level including in healthcare provision. Countries of the WHO African region have put in place measures for the COVID-19 pandemic containment that may adversely affect blood system activities and subsequently reduce the supply and demand of blood and blood components. This study aims to assess the impact of the COVID-19 pandemic on blood supply and demand in the WHO African Region and propose measures to address the challenges faced by countries. MATERIALS AND METHODS: A survey questionnaire was sent to all 47 countries in the WHO African Region to collect information on blood supply and demand for the first 5 months of 2019 and 2020, respectively, and on COVID-19 Convalescent Plasma therapy in September 2020. RESULTS: Thirty-seven countries provided responses. The total number of blood donations dropped in 32 countries while it increased in five countries. The proportion of blood drives also decreased in 21 countries and increased in nine countries. The blood requested and issued for transfusion decreased for blood demand and for blood issued for transfusion in 30 countries. Ten countries reported some activities of convalescent plasma. However, very few units of this product collected have been transfused to COVID-19 patients. CONCLUSION: The COVID-19 pandemic has led to a reduction of blood related activities in the region, including the supply and demand. Countries preparedness plans for health emergencies need more emphasis to maintaining blood stock.


Assuntos
Bancos de Sangue/provisão & distribuição , COVID-19 , Pandemias , Sangue , Doadores de Sangue/provisão & distribuição , COVID-19/terapia , Humanos , Organização Mundial da Saúde
10.
Vox Sang ; 116(2): 175-180, 2021 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-32996588

RESUMO

BACKGROUND: COVID-19 first appeared in Iran on 19 February 2020, and then spread rapidly over the country. In this article, we review the action plan of the Iranian Blood Transfusion Organization with respect to this disease. METHOD AND MATERIALS: We collected data on blood donations and RBC inventory for the first 8 weeks of the outbreak. We also evaluated the trend of blood donations and RBC inventory and compared them with the data of the past year. We include a summary of actions taken by the National Committee on Management of COVID-19 outbreak. RESULTS: Blood donations decreased from 33 275 to 23 465 units during the first 2 weeks of the outbreak with a corresponding decrease in the RBC inventory. But after that, donations gradually increased from 23 465 to 29 665 units. RBC inventory levels improved at the same time. Then, the Iranian New Year's holiday resulted in another downward trend. After the holiday, blood donations revived, along with the RBC inventory. DISCUSSION: Although it appears that this virus cannot be transmitted through transfusion, changes in lifestyle had a significant impact on reducing blood supply. Following implemented measures, we saw an upward trend in blood donations and an adequate supply of RBC units in blood centres, helped by a reduction in demand by hospitals. Blood centres need to be more prepared to manage future viral disasters, especially in case of transfusion-transmissible infections.


Assuntos
Bancos de Sangue/provisão & distribuição , Doadores de Sangue/estatística & dados numéricos , Segurança do Sangue , COVID-19/sangue , COVID-19/epidemiologia , Transfusão de Sangue , China , Surtos de Doenças , Humanos , Irã (Geográfico)/epidemiologia , Estilo de Vida , Gestão da Segurança , Reação Transfusional/prevenção & controle
11.
Transfus Med ; 31(3): 206-212, 2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-33118220

RESUMO

BACKGROUND: One of the effects of the coronavirus disease 2019 (COVID-19) pandemic is the risk of shortages in Blood Centres. OBJECTIVES: To verify the impact of the COVID-19 pandemic on the blood donor's attendance and production of blood components in Fundação Hemominas, a Brazilian public institution was formed by several Blood Centres. METHODS: A cross-sectional study was carried out from January to June 2020. Data collected were compared to a historical series from 2016 to 2019. RESULTS: The study showed a reduction in the attendance of blood donors, whole blood collections and blood component production from March 2020, when the first case of COVID-19 was notified in Minas Gerais, Brazil. The results evidenced that Hemominas Blood Centres were affected in a very distinct way by the pandemic with a general mean reduction around 17% in attendance of blood donors and in production of blood components in the period of March to June. On the other hand, the return of blood donors rate increased. CONCLUSION: The reduction in blood donation during the pandemic period was significant, despite the measures adopted. Still, the recruitment of return donors appears to be an important measure to be considered to decrease the pandemic's effect on blood stocks.


Assuntos
Bancos de Sangue/provisão & distribuição , Doadores de Sangue/provisão & distribuição , COVID-19/epidemiologia , SARS-CoV-2 , Bancos de Sangue/estatística & dados numéricos , Remoção de Componentes Sanguíneos/estatística & dados numéricos , Transfusão de Componentes Sanguíneos/estatística & dados numéricos , Doadores de Sangue/estatística & dados numéricos , Brasil/epidemiologia , COVID-19/mortalidade , Estudos Transversais , Humanos , Pandemias
12.
Transfus Med ; 31(3): 155-159, 2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-33000534

RESUMO

OBJECTIVE: The COVID-19 epidemic has caused a significant global social and economic impact since December 2019. The objective of this study was to demonstrate the emergency response of a Chinese blood centre on maintaining both the safety and the sufficiency of blood supply during large, emerging, infectious epidemics. MATERIALS AND METHODS: Early on in the outbreak of COVID-19, the Chengdu Blood Center developed strategies and implemented a series of measures, including enhanced recruitment efforts, addition of new donation deferral criteria and notification after donation, optimisation of donor experience, development and implementation of a new coronavirus nucleic acid detection technology platform for blood screening and screening all donations for SARS-CoV-2 RNA to maximumly protect the safety of blood supply during a time of unclear risk. RESULTS: Starting on February 20, the immediate satisfaction rate of blood product orders in Chengdu city's clinical settings reached 100%, and there was no case of blood transfusion infection. CONCLUSION: The recent experience during the outbreak of SARS-CoV-2 reminded us that improvement in the areas of national and international collaborative programmes for dealing with blood availability and safety concerns during early stages of a disaster and regional and national mechanisms for timely communication with the general public on behalf of blood services should help to better prepare us for future disasters.


Assuntos
Bancos de Sangue/provisão & distribuição , Bancos de Sangue/estatística & dados numéricos , Doadores de Sangue/estatística & dados numéricos , COVID-19/epidemiologia , Tratamento de Emergência/estatística & dados numéricos , SARS-CoV-2 , Adolescente , Adulto , Segurança do Sangue/estatística & dados numéricos , Transfusão de Sangue/estatística & dados numéricos , COVID-19/terapia , China/epidemiologia , Seleção do Doador , Humanos , Imunização Passiva , Pandemias , Plasma , Adulto Jovem , Soroterapia para COVID-19
13.
Transfusion ; 61(4): 1122-1133, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33368393

RESUMO

BACKGROUND: O-negative donors are a critical resource for blood collection agencies, and their recruitment and retention provides an ongoing challenge. Motivational interviewing shows promise as a tool to promote donor retention, although concerns about scalability remain. The current study examined the effect of an automated Web-based interview drawing on motivational interviewing and self-determination theory on O-negative donors' motivation, intention, and behavior. STUDY DESIGN AND METHODS: Within 13 days of donating, 2820 O-negative donors completed baseline measures of motivation and intention before being randomly assigned to complete either a motivational interview (MI) or active control interview (ACI). Motivation and intention were assessed at 2 days and at 7 weeks after participation in the MI or ACI, with return behavior tracked for 6 months following trial completion. RESULTS: Changes in donor motivation and intention, rate, and time to return did not vary by participation in the MI or ACI. When compared with O-negative donors who experienced business-as-usual practices, donors completing the MI or ACI returned to donate more, and they returned more quickly. However, subsequent exploratory analyses considering the behavior of those who did not accept the invitation to participate and those who completed only baseline measures showed that the improved return behavior of donors in the MI or ACI conditions was likely not due to any specific properties of the MI or ACI activities. CONCLUSIONS: Australian O-negative donors were highly internally motivated and committed to donating. An automated Web-based motivational interview appears to be of limited effectiveness in promoting the return of such donors.


Assuntos
Doadores de Sangue/psicologia , Intervenção Baseada em Internet/estatística & dados numéricos , Internet/instrumentação , Entrevista Motivacional/métodos , Adulto , Austrália/epidemiologia , Bancos de Sangue/provisão & distribuição , Bancos de Sangue/tendências , Doadores de Sangue/estatística & dados numéricos , Feminino , Humanos , Intenção , Masculino , Autonomia Pessoal , Sistema do Grupo Sanguíneo Rh-Hr
14.
Cien Saude Colet ; 25(12): 4969-4978, 2020 Dec.
Artigo em Português, Inglês | MEDLINE | ID: mdl-33295515

RESUMO

The article aims to discuss the consequences of social distancing measures on the availability of blood and organization of blood therapy services at the beginning of the Covid-19 pandemic in Brazil. News published in April 2020 on the websites of the country's state Blood Service Networks were consulted and organized in an Excel spreadsheet, presented in summary charts, and descriptions of results were prepared. A critical situation of blood supply, especially of some blood types, has been observed in many states. This situation is influenced by the circulation of the new coronavirus. The adoption of social distancing measures associated with unchanged transfusion demands for outpatient, urgency and emergency care required the implementation of strategies and actions for the reorganization of the services. Protection measures were incorporated, flows were changed and new routines were established. This study shows the extent to which the epidemiological situation of Covid-19 and the necessary measures for its control influenced the stocks and availability of blood. Changes in the organization of blood therapy services were fundamental in order to ensure protection, mitigate the risks of spreading the virus, and ensure the blood supply to meet the needs of the health system.


O artigo tem por objetivo discutir as consequências das medidas de distanciamento social sobre a disponibilidade de sangue e a organização dos serviços hemoterápicos no início da pandemia de Covid-19 no Brasil. A partir do acesso às notícias publicadas no mês de abril de 2020 nos sites das Hemorredes estaduais do país e organizadas em matriz Excel, foram elaborados quadros-síntese e descrição de resultados. A situação crítica de abastecimento de sangue, em especial para alguns tipos sanguíneos, foi constatada em muitos estados, devido à circulação do novo coronavírus. A adoção de medidas de distanciamento social e a manutenção das demandas por transfusão para tratamentos, urgência e emergência, requereram a implantação e a implementação de estratégias e ações para reorganização dos serviços. Medidas de proteção foram incorporadas, fluxos alterados e rotinas estabelecidas. Este estudo evidencia o quanto a situação epidemiológica da Covid-19 e as medidas necessárias para o seu controle influenciaram sobre a situação dos estoques e disponibilidade de sangue, e, demandaram, mudanças na organização dos serviços hemoterápicos a fim de assegurar a proteção, mitigar os riscos de propagação do vírus e garantir o suprimento de sangue para o atendimento às necessidades do sistema de saúde.


Assuntos
Bancos de Sangue/organização & administração , COVID-19/epidemiologia , Hematologia/organização & administração , Pandemias , Distanciamento Físico , SARS-CoV-2 , Bancos de Sangue/provisão & distribuição , Doadores de Sangue/provisão & distribuição , Brasil/epidemiologia , Humanos , Internet
15.
Ciênc. Saúde Colet. (Impr.) ; 25(12): 4969-4978, Dec. 2020. tab
Artigo em Inglês, Português | Sec. Est. Saúde SP, Coleciona SUS, LILACS | ID: biblio-1142700

RESUMO

Resumo O artigo tem por objetivo discutir as consequências das medidas de distanciamento social sobre a disponibilidade de sangue e a organização dos serviços hemoterápicos no início da pandemia de Covid-19 no Brasil. A partir do acesso às notícias publicadas no mês de abril de 2020 nos sites das Hemorredes estaduais do país e organizadas em matriz Excel, foram elaborados quadros-síntese e descrição de resultados. A situação crítica de abastecimento de sangue, em especial para alguns tipos sanguíneos, foi constatada em muitos estados, devido à circulação do novo coronavírus. A adoção de medidas de distanciamento social e a manutenção das demandas por transfusão para tratamentos, urgência e emergência, requereram a implantação e a implementação de estratégias e ações para reorganização dos serviços. Medidas de proteção foram incorporadas, fluxos alterados e rotinas estabelecidas. Este estudo evidencia o quanto a situação epidemiológica da Covid-19 e as medidas necessárias para o seu controle influenciaram sobre a situação dos estoques e disponibilidade de sangue, e, demandaram, mudanças na organização dos serviços hemoterápicos a fim de assegurar a proteção, mitigar os riscos de propagação do vírus e garantir o suprimento de sangue para o atendimento às necessidades do sistema de saúde.


Abstract The article aims to discuss the consequences of social distancing measures on the availability of blood and organization of blood therapy services at the beginning of the Covid-19 pandemic in Brazil. News published in April 2020 on the websites of the country's state Blood Service Networks were consulted and organized in an Excel spreadsheet, presented in summary charts, and descriptions of results were prepared. A critical situation of blood supply, especially of some blood types, has been observed in many states. This situation is influenced by the circulation of the new coronavirus. The adoption of social distancing measures associated with unchanged transfusion demands for outpatient, urgency and emergency care required the implementation of strategies and actions for the reorganization of the services. Protection measures were incorporated, flows were changed and new routines were established. This study shows the extent to which the epidemiological situation of Covid-19 and the necessary measures for its control influenced the stocks and availability of blood. Changes in the organization of blood therapy services were fundamental in order to ensure protection, mitigate the risks of spreading the virus, and ensure the blood supply to meet the needs of the health system.


Assuntos
Espaço Pessoal , Bancos de Sangue/organização & administração , Infecções por Coronavirus/epidemiologia , Pandemias , Betacoronavirus , Hematologia/organização & administração , Bancos de Sangue/provisão & distribuição , Doadores de Sangue/provisão & distribuição , Brasil/epidemiologia , Internet
17.
Multimedia | Recursos Multimídia | ID: multimedia-7358

RESUMO

O Ministério da Saúde está monitorando os estoques dos maiores bancos de sangue de todo o país para ajudar estados com estoques críticos durante a pandemia. A doação de sangue vem sendo mantida com medidas de segurança, evitando qualquer risco de contaminação. Saiba mais em saude.gov.br


Assuntos
Bancos de Sangue/provisão & distribuição , Bancos de Sangue/organização & administração , Doadores de Sangue/provisão & distribuição , Pandemias/prevenção & controle , Monitoramento Epidemiológico , Infecções por Coronavirus/prevenção & controle , Pneumonia Viral/prevenção & controle
18.
J Healthc Eng ; 2020: 8881751, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-32952991

RESUMO

Purpose: Blood, like fresh produce, is a perishable element, with platelets having a limited lifetime of five days and red blood cells lasting 42 days. To manage the blood supply chain more effectively under demand and supply uncertainty, it is of considerable importance to developing a practical blood supply chain model. This paper proposed an essential blood supply chain model under demand and supply uncertainty. Methods: This study focused on how to manage the blood supply chain under demand and supply uncertainty effectively. A stochastic mixed-integer linear programming (MILP) model for the blood supply chain is proposed. Furthermore, this study conducted a sensitivity analysis to examine the impacts of the coefficient of demand and supply variation and the cost parameters on the average total cost and the performance measures (units of shortage, outdated units, inventory holding units, and purchased units) for both the blood center and hospitals. Results: Based on the results, the hospitals and the blood center can choose the optimal ordering policy that works best for them. From the results, we observed that when the coefficient of demand and supply variation is increased, the expected supply chain cost increased with more outdating units, shortages units, and holding units due to the impacts of supply and demand fluctuation. Variation in the inventory holding and expiration costs has an insignificant effect on the total cost. Conclusions: The model developed in this paper can assist managers and pathologists at the blood donation centers and hospitals to determine the most efficient inventory policy with a minimum cost based on the uncertainty of blood supply and demand. The model also performs as a decision support system to help health care professionals manage and control blood inventory more effectively under blood supply and demand uncertainty, thus reducing shortage of blood and expired wastage of blood.


Assuntos
Bancos de Sangue/provisão & distribuição , Transfusão de Sangue/estatística & dados numéricos , Modelos Organizacionais , Incerteza , Algoritmos , Bancos de Sangue/economia , Preservação de Sangue , Equipamentos e Provisões , Eritrócitos/citologia , Custos de Cuidados de Saúde , Hospitais , Humanos , Modelos Lineares , Modelos Teóricos , Sensibilidade e Especificidade , Software
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