A fuzzy-based prediction approach for blood delivery using machine learning and genetic algorithm

Multiple diseases require a blood transfusion on daily basis. The process of a blood transfusion is successful when the type and amount of blood is available and when the blood is transported at the right time from the blood bank to the operating room. Blood distribution has a large portion of the cost in hospital logistics. The blood bank can serve various hospitals; however, amount of blood is limited due to donor shortage. The transportation must handle several requirements such as timely delivery, vibration avoidance, temperature maintenance, to keep the blood usable. In this paper, we discuss in first section the issues with blood delivery and constraint. The second section present routing and scheduling system based on artificial intelligence to deliver blood from the blood-banks to hospitals based on single blood bank and multiple blood banks with respect of the vehicle capacity used to deliver the blood and creating the shortest path. The third section consist on solution for predicting the blood needs for each hospital based on transfusion history using machine learning and fuzzy logic. The last section we compare the results of well-known solution with our solution in several cases such as shortage and sudden changes.

EVALUATION OF THE VALIDITY OF HEMOCUE HB 201+ FOR PREDONATION ASSESSMENT OF LOW AND HIGH HAEMOGLOBIN LEVELS IN BLOOD DONORS: ONE YEAR PROSPECTIVE STUDY IN BLOOD BANK OF GMC DODA

Introduction: Predonation assessment of haemoglobin in blood donors is important to avoid unnecessary rejection of potential blood donors. Compared to the conventional screening methods for haemoglobin assessment the method to be used in blood banks needs to be rapid, sensitive and accurate for both low and high haemoglobin values. Materials and methods: This was a prospective study conducted in blood bank of GMC Doda w.e.f 1st April 2020 to 31st March 2021. Finger prick samples were taken from 1214 potential blood donors and hemoglobin was estimated using HemoCue Hb 201+. Also venous samples of potential blood donors were obtained and run on automated haematologyanalysers. The values were compared. Male donors with haemoglobin in the range of 12.5g/dl -18.5g/dl and females with hemoglobin in the range of 12.5g/dl -16.5g/dl were considered fit for donation. Results: We analyzed that haemoglobin levels measured by HemoCue Hb 201+ were higher than those measured by automated haematologyanalyser. We found a significant correlation between the standard method and HemoCue Hb 201+ for haemoglobin levels less than 12.5 g/dL. However the correlation was found to be less for high haemoglobin levels >18.5g/dl. Sixty percent of donors, who had haemoglobin levels higher than upper limit were unnecessarily rejected accounting for high deferral rate. Conclusion: We concluded that HemoCue Hb 201+ was suitable for screening for low haemoglobin in blood donors. Male predominance among blood donors and topography of this particular area accounts for donors with haemoglobin values near upper limit which were falsely deferred on the basis of HemoCue Hb 201+. Also testing with this method was found to be expensive, so it was recommended that qualitative methods should be used for primary screening among blood donors and accurate quantitative methods to be used only when qualitative methods fail.

Preanalytical phase for transfusion medicine and blood bank laboratory – tasks to complete

Background: This review describes and evaluates the most relevant preanalytical errors and their impact on subsequent laboratory diagnostics. Quality management for laboratory processes remains extremely important, despite current advancements in information technologies and fully automated routine procedures. Methods: This review is focused on specific preanalytical requirements for the blood bank and transfusion laboratory. Conclusions are done based on literature review. Results: Human errors, or lack of procedures, continue to be the cause of many errors within laboratory processes. The medical laboratory needs an impetus and stipulation to improve processes, to help eliminate errors, and meet regulatory guidelines. Conclusions: General preanalytical rules exist for clinical and research laboratories but differences in laboratory specialty and provided services influence compliance

Motivation and Intention to Future Donation among Blood Donors Attending a Tertiary Care Hospital Blood Bank in Kerala

Background and Aims: This study aims to identify the level of motivation among blood donors and their intention to donate again and suggest remedial measures to rectify de-motivating influences. Materials and Methods: A self-administered questionnaire was distributed among donors to collect data on variables related to the objective. Results: Most donors were men aged 18-24 years, graduates, and employed. The statistical analysis indicated a significant correlation between socio-demographic variables and intention to donate. Fear is the major de-motivating factor, and waiting hours at the blood bank were rated as inconvenient. Conclusion: Recognition of the positive and negative motivation factors and measures to remove misconceptions of donors will go on a long way in the recruitment and retention of blood donors.

Analysis of Blood Availability During the COVID-19 Pandemic Period in Blood Bank Dr. Wahidin Sudirohusodo Hospital

Blood Bank's challenge during the COVID-19 era is securing and protecting blood supplies even though countries aretaking precautionary measures with social distancing to prevent or reduce the number of infections caused by COVID-19.This study aimed to compare blood availability before and during the COVID-19 pandemic at the blood bank of Dr. WahidinSudirohusodo Hospital. A Descriptive-analytic study with an observational approach using the Shapiro-Wilk test todetermine the normality of the sample and the paired T-test. Sample data was taken between March-August 2019 andMarch-August 2020. A significant difference was found in blood demand (p-value=0.004), amount of blood transfusion(p-value=0.006), stock and reference report (p-value=0.005), blood service report (p-value=0.005), cito waiting time(p-value=0.002) and regular waiting time (p-value=0.016). There was no significant difference in blood indicator Packed RedCell (PRC) (p-value=0.119). The Large-Scale Social Restriction Policy (PSBB) and reduction of elective surgery in hospitalsaffect the fulfillment of Blood Bank and faster attendance time of blood during the pandemic. The decrease in a number ofblood demands during the COVID-19 pandemic affected the number of blood transfusions, blood service reports, stocks,referrals, and cito and regular waiting time services.

Profile of Blood Donor Deferrals in a Tertiary Care Centre-Our Institutional Experience

Background: It is the prime duty of transfusion services to provide safe, adequate and timely need of blood and the blood products. Understanding the reasons for donor deferral can help in planning more efficient recruitment strategies and educate and motivate temporarily deferred donors in order to maintain a safe and adequate supply of blood products. Aims of the Study: To evaluate and analyze the blood donor deferral pattern in a tertiary care hospital blood bank and to review its influence on blood safety. Methodology: This retrospective study was conducted in the blood bank, CHRI from the year January 2015 to December 2018. Data like demographic data, clinical history, physical examination, haematological examination, stored in the blood bank was retrived. The donors will be deferred based on standard WHO guidelines. The collected deferral data was analyzed using SPSS software 2011version 20. Results: During the study period there were 7010 registered blood donors. The deferral rate was 5.19%. Among the donor deferrals, females were more commonly deferred ie 31.66%. The deferral rate among voluntary and replacement donors are 4.71% and 11.62% respectively. The rate of permanent deferral (17.86%) was less compared to temporary deferral (82.14%). Among temporary deferral anaemia is the most common cause (27.75%). Seropositive for Hepatitis B is the most common cause for permenant deferral (52.30%). Conclusion: In our study temporary deferral is higher this necessities the need of education, motivation of these donors for future donation to maintain a healthy and safe donor pool.