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Record W4296163195 · doi:10.1002/dta.3370

EPO and the athlete biological passport: Hematological results from a placebo‐controlled, boosting and microdose EPO administration in male recreational athletes

2022· article· en· W4296163195 on OpenAlexfundno aff
Geoffrey D. Miller, Jacob Husk, Andre K. Crouch, Daniel Eichner

Bibliographic record

VenueDrug Testing and Analysis · 2022
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicHigh Altitude and Hypoxia
Canadian institutionsnot available
FundersWorld Anti-Doping AgencyPartnership for Clean Competition
KeywordsMicroDoseAthletesPlaceboMedicineBoosting (machine learning)RecreationRecreational DrugPhysical therapyPharmacologyAlternative medicineBiologyPathologyComputer science

Abstract

fetched live from OpenAlex

Hematological results in the context of the Athlete Biological Passport (ABP) from a placebo-controlled EPO administration study are provided here. Twelve participants administered eight subcutaneous boosting doses of epoetin alfa (at 40 IU/kg) over the course of 20 days. After a 10-day washout period, the same volunteers administered six microdoses (900 IU), intravenously, over 13 days. A blinded placebo cohort followed the same dosing pattern, administering saline instead of EPO. All participants supplemented with oral iron, daily, throughout the entirety of the study. In the EPO cohort, as expected, significant changes from baseline were identified in IRF, RET#, RET%, RDW, HCT, HGB, and RBC. No meaningful changes were identified in the placebo cohort population. From the ABP perspective, atypical passport findings (ATPF) were identified in 49% of the samples collected during the boosting and initial washout phases, and 24% of the samples during the microdosing and final washout phases. ATPFs from this cohort were flagged as late as Day 70, the final day of the study. Only a single ATPF was identified from all samples collected from the placebo cohort. ABPs from all volunteers in the study are provided as an avenue to visually convey differences in magnitude and timing of the hematological changes caused by EPO on the individual level. These data are expected to provide important content for Athlete Passport Management Units and ABP expert panels alike.

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)0.001
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 score0.133
Threshold uncertainty score0.393

Codex and Gemma teacher scores by category

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

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 head0.019
GPT teacher head0.244
Teacher spread0.225 · 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

Citations9
Published2022
Admission routes1
Has abstractyes

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