MétaCan
Menu
Back to cohort
Record W4387571935 · doi:10.1111/trf.149_17554

P‐BB‐45 | Implementing Sexual Behavior‐Based Screening: Staff Training Has Never Been More Important

2023· article· en· W4387571935 on OpenAlexaffabout
Ankush Khandelwal, Don Lapierre, Lindsay Wilson, Terrie Butler‐Foster

Bibliographic record

VenueTransfusion · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicBlood donation and transfusion practices
Canadian institutionsCanadian Blood Services
Fundersnot available
KeywordsCitationSexual behaviorMedicineLibrary sciencePsychologyComputer scienceSocial psychology

Abstract

fetched live from OpenAlex

In September 2022, donation criteria that deferred sexually active gay, bisexual, and other men who have sex with men were replaced with sexual behavior-based screening criteria (SBBS) that asks all donors about specific sexual behaviors at Canadian Blood Services (CBS). This abstract describes the development and evaluation of a research and community-informed sex positive training program, that supported implementation of SBBS. 2SLGBTBTQIA+ CBS employees and community members, front-line staff and researchers provided insights for implementation training. All agreed that intensive, interactive training was essential for implementation of the SBBS. A comprehensive training program with two arms was developed. Arm one, mandatory for all donor-facing staff, included an introduction to sex-positivity e-learning module, that was complemented by an in-person scenario-based session. Arm two, mandatory for all staff who screen donors, included technical training with self-directed e-learning modules summarizing the evidence informing SBBS, and practical implications of SBBS. All CBS employees were given access to the electronic training materials and encouraged to participate. After the initial training, feedback from course participants was gathered to further improve the course. When SBBS launched, nearly 1700 staff had completed arm one and 900 staff had completed arm two. Four hundred thirty-eight (34%) of the employees who completed arm one provided feedback on the training prior to SBBS implementation. Diverse roles of front-line staff were well represented. Eighty-five percent of respondents found the training good to excellent, and 85% also agreed/strongly agreed that the sessions were engaging. Most respondents (85%) found that the training is directly applicable to their job and 84% found the educational materials helpful. Those who disagreed about the utility of training (3%) commented that talking about sexual behavior, even in the context of donor screening, is unnecessary in a workplace. As a result of the training, 79% of the respondents felt that their communication skills improved. Many commented that they were prepared to be more patient, understanding and respectful of people they interact with and are more mindful of fostering diversity and inclusion—professionally and personally. Respondents commented that they would prefer having ongoing training to ensure their competency was maintained. Post-implementation, all aspects of the SBBS training has been incorporated into new staff onboarding and are provided through e-Learning modules. In summary, collaboration with external and internal stakeholders, centering 2SLGBTQIA+ lived experience, recipient and donors led the development of a comprehensive multi-modal SBBS implementation training which was seen as valuable by participants and is now available for all CBS employees.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.713
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 studies0.0010.000
Scholarly communication0.0010.002
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.084
GPT teacher head0.302
Teacher spread0.218 · 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 designNot applicable
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
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueTransfusionSame topicBlood donation and transfusion practicesFrench-language works237,207