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Record W4406295784 · doi:10.1111/vox.13783

Engaging with young professionals in transfusion medicine: Insights from a needs assessment survey targeting an international cohort

2025· article· en· W4406295784 on OpenAlexaff
Eunike C. McGowan, Antoine Lewin, Jian Ou‐Yang, Saikat Mandal, Nour AlMozain, Abiy B. Ambaye, Jannison Karlly Cavalcante Ribeiro, Lilian Antwi Boateng, Carla Luana Dinardo, Praiseldy Langi Sasongko

Bibliographic record

VenueVox Sanguinis · 2025
Typearticle
Languageen
FieldMedicine
TopicBlood transfusion and management
Canadian institutionsHéma-Québec
Fundersnot available
KeywordsTransfusion medicineMedicineCohortFamily medicineBlood transfusionMedical educationPathologyImmunology

Abstract

fetched live from OpenAlex

BACKGROUND AND OBJECTIVES: Professionals who work or study in transfusion medicine under 40 years of age are considered young professionals (YPs) by the International Society of Blood Transfusion (ISBT). While the ISBT provides opportunities for YPs, their needs have to be assessed to customize initiatives in a way that could potentially improve their engagement. This survey aimed to assess the needs of YPs in transfusion medicine and understand their perspectives on future ISBT initiatives. MATERIALS AND METHODS: Between January and February 2023, a 28-question online survey was accessible through a generalized link across the ISBT network. Skip-logic responses from 352 YPs, including 151 ISBT members and 201 non-members, were analysed. Each question varied in the number of responders and, consequently, the number of responses. RESULTS: Firstly, the most important needs of YPs from the survey were educational opportunities and training programmes, with 70% of respondents indicating for educational content in specific fields of transfusion. Secondly, Transfusion Today published by the ISBT (46.9%) ranked the highest in engagement, while ISBT Academy and Academy funding ranked the lowest (12.8%). ISBT members reported attending ISBT activities or using ISBT resources more often than non-members, although this was not statistically significant. The primary barrier preventing both non-members and ISBT members from engaging in ISBT activities was a lack of awareness. CONCLUSION: Raising awareness on a regular basis, a customized communication style (e.g., by a representative or different languages) and activities for non-members may be key to improving YP engagement and expanding the ISBT network.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.033
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.015
GPT teacher head0.327
Teacher spread0.312 · 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.

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

Citations0
Published2025
Admission routes1
Has abstractyes

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