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Record W2990884440 · doi:10.1182/blood-2019-127394

Patient Harm from Repetitive Blood Draws and Blood Waste in the ICU: A Retrospective Cohort Study

2019· article· en· W2990884440 on OpenAlexaffabout
Thomas Bodley, Maverick Chan, Lauren Clarfield, Olga Levi, Avery Longmore, Wendy Lin, Drake Yip, Smith Orla, Jan O. Friedrich, Lisa K. Hicks

Bibliographic record

VenueBlood · 2019
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare cost, quality, practices
Canadian institutionsSt. Michael's HospitalUniversity of Toronto
Fundersnot available
KeywordsPhlebotomyMedicineIntensive care unitEmergency medicineRetrospective cohort studyIntensive care medicineAnemiaPopulationCohortCohort studyBlood transfusionSurgeryInternal medicine

Abstract

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Introduction: Frequent blood testing in the intensive care unit (ICU) is instrumental to patient diagnosis, monitoring, and titration of invasive therapies. However, there is a growing appreciation that a significant proportion of ICU blood tests are reflexive and unnecessary.1,2 Serial phlebotomy is associated with extended hospital length of stay and acquired anemia in the general hospital population.3 Since patients in the ICU are prone to developing anemia,4,5 they are likely at increased risk of harm from serial phlebotomy. In response, multiple recent campaigns advocate for physician restraint in laboratory test ordering.6,7 However, relatively little is known about the effect of excessive phlebotomy on outcomes in critically ill patients. Better understanding of ICU phlebotomy practices, and harms associated with serial testing, is important in planning, implementing, and evaluating phlebotomy reduction interventions. Objectives: 1) Quantify average daily phlebotomy volume for ICU patients including blood discarded as waste when accessing vascular devices. 2) Identify if average daily phlebotomy volume is an independent risk factor for ICU acquired anemia (hemoglobin < 80 g/L) or the need for red blood cell transfusion. 3) Explore the relationship between daily phlebotomy volume and hospital mortality. Methods: This was a retrospective cohort study at an academic tertiary care center in Toronto, Ontario, utilizing hospital administrative data, laboratory data, and select chart review. Index Medical Surgical ICU admissions between September 2014 and August 2015 with an ICU stay of three days or greater were included. Major bleeding events were defined as a hemoglobin drop of 30 g/L within a 24 hour period. Average daily phlebotomy volumes were calculated using the number of samples received by the lab multiplied by standard blood volumes required for each sample type. A bedside prospective audit was conducted in March 2018 to quantify average blood volume discarded as waste during phlebotomy. Blood discard/waste data were summarized with descriptive statistics, but not included in further analysis. Multivariable logistic regression was used to study the association between average daily phlebotomy volume and each of: nadir hemoglobin (< 80 g/L), the need for red blood cell transfusion, and hospital mortality. Patients with a major bleeding event were excluded from the regression. Control variables included sex, age, ICU length of stay, admission hemoglobin, and admission Sequential Organ Failure Assessment (SOFA) score. Results: There were a total of 525 index patient admissions, mean age 62.1 yr, 41% female (Table 1). Fifty-two (52) patients had a major bleeding event in the ICU. Mean phlebotomy volume per patient day was 28.3 mL (95% CI 27.4 - 29.1 mL, stdev 10.1 mL). Mean bedside waste during the phlebotomy audit (total of 144 blood draws) varied by vascular access: 3.9 mL for arterial, 5.5 mL for central venous, and 6.25 mL for peripherally inserted catheters. The mean estimated daily bedside waste for phlebotomy was 14.8 mL per patient day. Outcomes of logistical regression, excluding patients with major bleeding events, are summarized in Table 2. Average daily phlebotomy volume (mL) was predictive of nadir hemoglobin < 80 g/L (parameter estimate 0.091, p <0.001), the need for red blood cell transfusion (0.092, p<0.001), and inpatient mortality (0.053, <0.001). For every 5 mL increase in average daily phlebotomy, the odds ratio (OR) for nadir hemoglobin < 80 g/L was 1.58 (95% CI 1.31 - 1.90) and the OR for a red cell transfusion was 1.58 (95% CI 1.33 - 1.87). Conclusion: Daily ICU phlebotomy volume is associated with ICU acquired anemia and the need for red blood cell transfusion, including in a multivariable model with patient demographics, major bleeding events, and severity of illness as estimated by day 1 SOFA score. However, the ICU admission SOFA score was only weakly predictive of mortality, and the unexpected association between average daily phlebotomy and mortality needs to be further explored. It is possible that in this data set day 1 SOFA score did not completely control for severity of illness. Our findings support the need for ongoing phlebotomy stewardship interventions in the ICU. We suggest ICU acquired anemia and the need for red blood cell transfusion are appropriate patient outcome measures to evaluate stewardship interventions. Disclosures No relevant conflicts of interest to declare.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.180
GPT teacher head0.446
Teacher spread0.266 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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".

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Citations6
Published2019
Admission routes2
Has abstractyes

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