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Record W2899655078 · doi:10.1111/trf.15011

The association between blood donor sex and age and transfusion recipient mortality: an exploratory analysis

2018· article· en· W2899655078 on OpenAlexafffundabout
Nancy M. Heddle, Richard J. Cook, Yang Liu, Michelle P. Zeller, Rebecca Barty, Jason P. Acker, John W. Eikelboom, Donald M. Arnold

Bibliographic record

VenueTransfusion · 2018
Typearticle
Languageen
FieldMedicine
TopicBlood transfusion and management
Canadian institutionsUniversity of AlbertaCanadian Blood ServicesUniversity of WaterlooMcMaster UniversityMcMaster University Medical Centre
FundersHealth CanadaCanadian Blood Services
KeywordsMedicineInterquartile rangeHazard ratioConfoundingProportional hazards modelConfidence intervalBlood transfusionRetrospective cohort studyInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: There is recent support for long-term adverse effects of donor-recipient sex-mismatched red blood cell (RBC) transfusion, but short-term impact is unknown. A retrospective exploratory analysis was performed using data from a research database. METHODS: Adults admitted to hospitals in one Canadian center who received RBCs (2008-2014 [3 sites]; 2012-2014 [1 site]) were eligible. Patient data were extracted from a research database and donor data from the blood supplier. Cox regression models were used, with control of risk and confounding variables as covariates or using stratification. Exposure was defined by mutually exclusive categories. The outcome was in-hospital mortality. RESULTS: A total of 25,219 adults received 97,886 RBCs. Diagnoses included cardiovascular (28.8%), neoplastic (15.6%), traumatic (15.4%), or gastrointestinal (10.5%); 56.3% of transfused RBCs were male donors, and median donor age was 45 years (interquartile range, 30-54). Female patients exposed to male RBCs experienced a higher risk of in-hospital death (hazard ratio [HR], 1.31; 95% confidence interval [CI], 1.02-1.69; p = 0.038) compared to exclusive female RBC exposure. Exposure to RBCs from donors aged 45 years or younger was associated with a higher in-hospital death (HR, 1.21; 95% CI, 1.02-1.44; p = 0.026) compared to exclusive RBC exposure to donors older than 45 years. Donor-recipient sex-mismatched RBC exposure (vs. exclusively sex-matched) and RBC exposure from donors aged 45 years or younger (vs. exclusively RBCs from donors >45) were associated with increased mortality: sex-mismatched (HR, 1.23; (95% CI, 1.04-1.45; p = 0.017); donors aged 45 years or younger (HR, 1.21; (95% CI, 1.02-1.43; p = 0.031). CONCLUSION: Donor-recipient sex-matched RBC transfusions and transfusions from older donors may benefit patients.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.019

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.003
Bibliometrics0.0030.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.027
GPT teacher head0.278
Teacher spread0.251 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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".

Quick stats

Citations70
Published2018
Admission routes3
Has abstractyes

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