Blood shortages planning in Canada: <scp>The National Emergency Blood Management Committee</scp> experience during the first 6 months of the <scp>COVID</scp>‐19 pandemic
Bibliographic record
Abstract
Security of supply is a priority for the blood system and must include consideration of inventory held by the manufacturer and held and utilized by hospital transfusion laboratories. 1 Blood shortage planning is an essential aspect of this system, to ensure preparedness for handling emergent and unexpected periods of inventory instability, and to mitigate against potentially associated adverse health consequences. 2 Disaster preparedness plans that include consideration of blood shortages should be developed in times of good supply and be available for implementation during periods of supply concern or constraint.3, 4 In Canada, we benefit from a well-defined construct between three key elements of our blood system: the manufacturer, the provincial governments, and the hospitals. In this article, we use red blood cell (RBC) data as an illustrator to summarize our experience of national blood supply and demand-associated challenges with inventory management in Canada (exclusive of Quebec) during the initial 6 months of the COVID-19 pandemic and highlight the benefits of operating within such an effective framework. There are two blood operators in Canada responsible for collecting blood from voluntary donors, manufacturing blood components, and managing the supply and distribution of blood components and plasma protein and related products (PPRP) to hospitals within their respective jurisdictions. Canadian Blood Services (CBS) serves all provinces and territories except Quebec, which is served by Héma-Québec. These nonprofit organizations are funded by the Ministries of Health of provinces and territories they serve. Although they do not routinely share inventory, they are able to do so if needed. In the fiscal year 2019/2020, CBS distributed over 700,000 RBC units, 166,000 platelet doses, 105,000 transfusable plasma doses, and almost 50,000 units of cryoprecipitate; a further 500,000 units of plasma were collected and sent for fractionation. These products were donated by over 400,000 volunteer donors across the country. Pre-pandemic, approximately 60% of donations were collected at fixed donor centers located in large urban areas across the county, with the remainder collected at mobile sites. CBS issued 23.8 RBC units and 4 platelet units per 1000 population to hospitals in 2019. National weekly RBC issues average 14,000–15,000 units, with notable variation in regional practice. CBS collection plans are informed by future demand projections leveraging historical data of blood components issued to hospitals. In times of usual operations, system-wide demand has been relatively stable and is a reliable predictor of future hospital demand. An established electronic inventory reporting structure enables routinely weekly reports of hospital RBC and platelet inventory to CBS, providing “a snapshot” of the entire national inventory in the country for these two blood components. This combined blood operator and hospital inventory data, allowing CBS to detect signals of potential supply challenges. In addition, CBS routinely consults with the hospital transfusion medicine community and with members of the National Advisory Committee on Blood and Blood Products (NAC) to understand system-wide patterns of demand. The NAC is a standing interprovincial technical committee that acts as an advisory group to CBS and the provincial and territorial (P/T) Ministries of Health. Blood supply may be compromised by external threats including natural or man-made disasters, which could be local, regional, or national in their scope. Drops in demand due to catastrophic events may be regional in nature and lead to mobilization of supply to the remaining intact blood system. Over a decade ago, the NAC recognized the need for an effective and equitable response to any actual or potential crisis, which could impact the blood supply. This led to the development of the Canadian National Plan for Shortages of Labile Blood Components4 (the Plan) in 2009. The sentinel implementation element of the Plan is the potential to convene the National Emergency Blood Management Committee (NEBMC), a congress of approximately 50 people, consisting of NAC members, provincial and territorial government official, and leadership from CBS medical, supply chain, and government relations groups (see Appendix S1 for the NEBMC Terms of Reference). In times of blood inventory constraint, the NEBMC determines if the declaration of an inventory shortage phase is required (Table 1), recommends actions necessary to mitigate inventory challenges, and coordinates communications to be disseminated to hospital laboratory and clinical stakeholders. The Plan provides a framework for blood supply management during a nationwide shortage to ensure a consistent and collaborative mechanism through coordinated, open discussion. It is an expectation that P/T Ministries of Health and their regional jurisdictions will develop jurisdictional blood shortage management plans in alignment with the Plan. As a complementary document to the Plan, the NAC created an Emergency Framework for Rationing of Blood for Massively Bleeding Patients during a Red Phase Blood Shortage,5 which has served as a model for blood shortage planning in other countries.6 To date, it has not been activated in Canada. Since 2015, there have been six Green Phase Advisory declarations for RBC (primarily due to reduced group O-negative RBC supply), two Amber Phase declarations for platelets, and no Red Phase declarations. CBS uses a Days on Hand (DoH) metric to track inventory levels of RBC and platelets. The calculation is based on usual historical demand patterns and denotes the number of days that can be supplied from the national inventory to all hospitals should all collections cease. Hospitals routinely report RBC and platelet inventories to CBS once per week. RBC inventory demand patterns are based on daily utilization with an Average Daily Red Cell Demand (ADRD) indicator. This indicator includes all units transfused, outdated, and wasted in a defined period of time, which is divided by a timeline denominator (e.g., 365 days). Platelet inventory is reported based on actual units in hospital. Overall, data from the blood operator and hospital inventories are used to provide a full perspective of available RBC and platelet inventory nationwide. During a blood shortage phase declaration by the NEBMC, hospitals are required to report RBC and/or platelet inventory to CBS daily. Visibility of the total national inventory facilitates NEBMC discussion and provides guidance to CBS. As the national blood supplier, CBS can divert blood products to areas of greatest need or direct jurisdictions to redistribute blood between hospitals if required to meet urgent patient needs. A summary of RBC and platelet supply and demand determinants during the COVID-19 pandemic is shown in Figure 1. Shortly after the novel SARS-CoV-2 virus was identified in early 2020, CBS began monitoring its impact on the blood supply in countries affected by the virus. Specifically, reports of decreased blood donor attendance and supply challenges 7 led to concern regarding blood inventory system stability. In the days following the declaration of COVID-19 as a global pandemic on March 11, 2020, all Canadian provinces declared states of emergency, which led to business closures and population-wide sheltering in-place. As detailed later, CBS experienced an almost immediate reduction in collections, a phenomenon which has also been reported by other international operators.8-12 On March 16, 2020, the NEBMC met to discuss concerns about the security of Canada's national blood supply. Although inventory levels were sufficient at the time, forecasting data and international observations suggested an impending inability to meet hospital demand based on the precipitous decline in collections, which was expected to be sustained for weeks to come. Therefore, the NEBMC declared a Green Phase Advisory applicable to all blood components and PPRP.13 Given the unique and sustained nature of the crisis, physician specialists from national organizations with high transfusion need patients, including critical care, hemoglobinopathy, and stem cell transplant disciplines, were invited to participate as guests in NEBMC meetings. This ensured direct dialogue with clinical experts and opinion leaders managing these patient populations who were otherwise not well described in the Plan or its companion documents. In preparation for RBC and platelet shortages, representatives from the subspecialty disciplines were asked to rapidly develop clinical practice guidance statements to help inform blood transfusion for patients with blood needs.14, 15 The NEBMC initially met weekly (for approximately 3 months) to maintain a framework for effective coordination, consensus building, common messaging, and rapid decision-making during this sustained period of demand and supply volatility. During the week of March 9, 2020, CBS experienced a sudden and unanticipated reduction in donor attendance of approximately 20%. This was further compounded by a reduction in collections capacity of 10%–12% in each of the subsequent 3 weeks, related primarily to the cancellation of mobile events in public community settings, which represented 40% of the collection network at that time. Mobile event cancellations were driven by multiple factors, including organizations not wanting to hold a public event in their facility, an inability to maintain physical distancing during the planned collection event, the need for review of disinfection procedures between donors, and fear of staff or donor infection from attending donation events in these communities. As CBS rapidly moved to address these challenges and rebuild capacity, trends in donor behavior were closely monitored with resources mobilized to augment donor engagement and confidence. As part of this endeavor, CBS engaged with the Council of Medical Health Officers of Canada, with public health and provincial officials, to ensure that public instructions to quarantine were not in opposition to messaging that blood donation was safe and necessary to sustain the blood supply for patients. There was subsequently a national public announcement by the Prime Minister of Canada during a daily media update on March 19, 2020, and a resultant surge in donor attendance at available collection sites. During this time, CBS activated its pre-existing Business Continuity Management and Pandemic Preparedness Plans, which enabled rapid adoption of necessary measures to maximize operations within a modified collections network focusing on fixed donor sites. These included extending hours for donation at permanent sites, increasing staff, and implementing safety measures (wellness checkpoints, use of personal protective equipment, physical distancing). Following the NEBMC Green Phase Advisory announcement, hospital transfusion services began aggressively promoting restrictive transfusion practices or the use of alternatives to transfusion to minimize the anticipated negative impact on blood inventory related to the rapid decline in donations and collections. Educational initiatives were coordinated and disseminated through both local and national organizations and included the use of available posters from “Choosing Wisely Canada” promoting restrictive RBC transfusion policies and the adaptation of patient blood management poster templates (see Appendix S2 for poster examples). Local and jurisdictional presentations on the risk of blood shortage in Canada aligning with NEBMC messaging were delivered to clinicians and hospital administrators. In support of these hospital-based approaches, CBS also actively engaged with patient organizations to proactively dialogue regarding inventory challenges and mitigation measures. Further, in accordance with the Plan, Provincial Emergency Blood Management Committee (PEBMC) activations facilitated local discussions about blood supply monitoring and management. This NEBMC–PEBMC engagement was essential to create awareness of the need to consider blood supply since jurisdictions were invoking healthcare resource restrictions of variable degrees to protect hospital capacity for potential pandemic-related demand surges. Figure 2A demonstrates the dramatic impact of the COVID-19 pandemic on national RBC inventory supply and demand trends. Figure 2B shows the Canadian COVID-19 case load relative to RBC demand over the same time period. As a direct consequence of the pandemic, CBS initially experienced a reduction in its planned mobile collection sites to approximately 33% of its collection capacity, which led to a drop in overall RBC collections during March (with a nadir approximately 25% lower than originally planned). A prominent drop in RBC issues to hospitals (demand) is also seen in March, aligning with the timing of healthcare system closures, followed by a gradual upturn in demand in early April. The reduction in CBS collections driven by the pandemic was offset by a significantly greater reduction in demand than had been expected. National weekly demand for RBC dropped to a nadir of 36% relative to anticipated demand before beginning to recover in early April, aligning with the nadir of 25% in collection reduction relative to planned collections. A parallel platelet supply–demand pattern was also observed (data not shown). Therefore, the total blood system inventory remained sufficient to meet the needs of the population. Given the reverse inflection observed between supply and demand during the first month of the COVID-19 pandemic, there was a paradoxical growth of national blood inventory from late March and throughout April 2020, resulting in an unprecedented increase in RBC outdates (discards) at both the blood operator and hospital levels by the end of April. Figure 3 illustrates these trends in greater detail and underscores the early challenges of managing a volatile national inventory. Due to their short 7-day shelf-life, excess outdates of platelet inventory were not seen (data not shown). Hospital inventory reporting data in Figure 4 show that from March 2020 through June 2020, hospitals were stocking inventories about 12% below baseline inventory, reaching a nadir of 22% below usual inventory levels during the week of June 17, 2020. Despite the low inventory held by CBS in June and decreased overall hospital inventories relative to pre-COVID utilization, RBC supply within hospitals remained adequate to meet the needs of patients. The stabilization of hospital demand and increase in CBS collection subsequently allowed national supply to rebuild to optimal levels between 22,000 and 27,000 units by August 2020. In summary, the decline in both blood supply and demand early in the pandemic afforded time for CBS to augment its collection capacity and implement COVID-19 safety measures. Urgent clinical transfusion needs in hospitals led to increasing demand trends during April and May. However, CBS had not yet reached its reengineered collection capacity, thus CBS inventories fell dramatically in May, reaching a nadir of approximately 18,000 units during the week of June 21. The visibility of blood inventory available within hospitals confirmed an adequate supply for patient care while CBS inventory recovered. The first 6 months of the COVID-19 pandemic was a time of great supply–demand instability. Regular discussions at the NEMBC were critical to facilitate an open forum of understanding jurisdictional healthcare system reopening plans and transfusion behaviors. Guests invited to meetings from specialties with high transfusion rates enhanced the NEBMC understanding of essential clinical patient needs. The healthcare system intelligence enabled more accurate demand forecasting and informed CBS reconfiguration of its short- and long-term collection plans. As the pandemic progressed, ongoing engagement between NEBMC and PEBMC members ensured system visibility of the fresh blood component inventory. The strong RBC inventory resulting from the greater-than-expected decrease in hospital demand led the NEBMC to transition from Green Phase Advisory Phase for all blood components on 2020. of the overall national RBC and platelet inventories within the blood system and the by CBS regarding collection and throughout June the NEBMC with throughout that the blood supply was to meet the needs of hospitals. NEBMC discussions were on RBC and platelet inventory, the NEBMC was also of the supply within CBS inventory. The overall supply remained stable due to the and sufficient inventory while demand remained at On 2020, the NEBMC hospitals of the transition to Green Phase inventory the need for between the blood operator and with each to in their actions to mitigate the potential for any blood The NEBMC to restrictive transfusion practices and of utilization monitoring within the and nature of this NEBMC members to meet throughout the months while CBS inventory to baseline levels with collection Hospitals to provide more inventory and demand On August 2020, of the Plan was as component supply and demand had A national shortage of blood component shortages was in Canada during the first of the COVID-19 This was through of the National Plan for Shortages of Labile Blood (the Plan) and leveraging the NEBMC as a collaborative to the Plan. can be to the of all blood system with NEBMC as well as the of the transfusion medicine community to blood utilization During the initial weeks of the pandemic, there were that CBS collections not meet inventory. However, the decline in hospital demand for blood components due to the of hospital services reduced stem cell and and decrease in presentations allowed time for CBS to and implement to collection In the subsequent 6 weeks hospital demand had CBS collections had not yet reached capacity in the of The visibility of hospital inventory by the NEBMC, with a sustained regarding reduction of baseline inventory at hospitals and intelligence regarding healthcare system that demand not available blood which impact patient This can be to the engagement of the NEBMC, which ensured that the equitable distribution of RBC be potential jurisdictional in healthcare system The Plan not provincial health there is a resultant national inventory that the national blood supply. The afforded by the NEBMC and the national inventory by the blood operator for regional in a country the impact of the pandemic has been in with There were notable unanticipated benefits of the pandemic on the blood system. RBC and platelet inventory led to an enhanced to patient blood management which with for enhanced with patient blood management practices to on the blood Given the overall health system benefits of patient blood management we that there is a high of jurisdictions with such as enhanced use of than blood transfusion for management. an enhanced awareness of the need to transfusion practices during times of blood supply transfusion practices based on of RBC and platelet by hospital laboratory (e.g., of 1 RBC at a time and monitoring in stable were in jurisdictions. This was based on to sites that were not within the Canadian the of RBC In addition, the NEBMC construct and for actions at the jurisdictional led to on the of blood by jurisdictional pandemic planning during system reopening that were in the of almost of the overall national RBC and platelet were to include sufficient blood inventory as a for increasing has also their on actions as a of NEBMC of the Plan in the of the COVID-19 pandemic has in its and and provides an to address these while the regarding decreased to blood in a pandemic were in the development of the Plan, the of a subsequent reduction of clinical services and presentations RBC demand was not and led to an excess in RBC which not to have been reported and parallel reported by other hospitals during this highlight the need for the blood operator and hospital transfusion services to this in the Plan. of the impact of an pandemic on demand for blood have been reported the on Pandemic and the Blood that demand for blood may decrease by based on of the of RBC use for urgent or emergent The Health that a planned reduction in blood can be in jurisdictions at a of blood is used in planned As the Plan should be to for to to both and in demand to outdates and donors while sufficient supply. of the NEBMC, it that Canadian hospitals had implementation of the Plan or its in the of provincial or local shortage management plans. The COVID-19 pandemic an for NEBMC and PEBMC members to and with hospital to ensure plans were developed and/or in their and This a in the Plan with to patient populations with high transfusion including with and of stem cell the Plan not address these patient the NEBMC construct allowed for of clinical and of these to ensure that the needs of their patients were included in inventory management These will be future of the Plan. the pandemic two novel challenges that had not been in the Plan. was the nature of a potential blood shortage a regional The other was the increase in demand for RBC associated with support as a for which could have a impact on blood the Plan allowed for in the and of NEBMC meetings these were in time by members and external These will also be in the of the Plan. the Plan was with a on the management of shortages of blood components. It had been recognized by the NEBMC that supply had been stable in the initial months of the However, future supply of high utilization of plasma protein products could be at risk with a decline to global plasma collections. As a to shortages has been developed in Canada at the of the The COVID-19 pandemic has been a of Canada's blood shortages planning framework. The sustained between NEBMC members and of the NEBMC with jurisdictional and national patient care organizations on blood transfusion support to our in a blood component Although the to which both supply and demand fell was unanticipated and RBC outdates patients were not by a of A of blood component utilization trends by CBS and a review of actions within provincial and hospital jurisdictions will inform to the Plan, including the of a on pandemic planning to ensure of in the The their to NEBMC members for their and to discussions during of the Plan. and for their with data and and to for with The have no of Appendix Appendix The is not responsible for the or of any supplied by the than should be to the for the
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".