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Re-importation of pharmaceuticals may be unsafe: Lessons learned from the RADAR assessment of erythropoietin (EPO)-associated pure red cell aplasia (PRCA)

2004· article· en· W4241619766 on OpenAlexaboutno aff
C. L. Bennett, Stefano Luminari, Nissenson Ar, Stephen A. Klinge, Norene McWilliams, J. M. McKoy, DW Raisch, B. Kim, Nicole Casadevall, M. S. Tallman

Bibliographic record

VenueJournal of Clinical Oncology · 2004
Typearticle
Languageen
FieldImmunology and Microbiology
TopicBiosimilars and Bioanalytical Methods
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineErythropoietinPure red cell aplasiaAdverse effectIncidence (geometry)AnemiaDarbepoetin alfaEpoetin alfaInternal medicinePharmacovigilancePediatrics

Abstract

fetched live from OpenAlex

2512 Background: Recombinant human erythropoietin (EPO) has been a breakthrough in cancer- and renal insufficiency-associated anemia since 1988. Antibody-mediated PRCA is a rare, serious toxicity characterized by severe anemia and neutralizing antibodies to EPO. Methods: The Research on Adverse Drug events And Reports (RADAR) project reviewed all suspected (n=448) and antibody-confirmed cases of PRCA reported worldwide from 1988 to Oct 2003. Results: Among 208 confirmed cases, median age was 66 (range, 14–86), male to female ratio was 2.4:1, median time from EPO initiation to PRCA suspicion was 9.4 months, and reports varied according to geography [Europe (58%), Asia (19%), Canada (13%), Australia (7%), and USA (3%)]; type of EPO used (EPO alpha alone, 81% and EPO alpha plus EPO beta, 16%); administration route (subcutaneous 97%); and year {incidence: pre-1998, 3 cases per million patient-years (MPY) and post-1998 [Australia (64 MPY), France (48 MPY), England (57 MPY), Canada (46 MPY), Spain (37 MPY), Italy (8 MPY), and Germany (7 MPY)]. 97% of cases were associated with Eprex brands. Reporting according to 4 milestones was evaluated: FDA approval in 1988 to Human Serum Albumin (HSA) removal from Eprex in Europe and Canada (1998; T1); from HSA removal to the first warning about PRCA from its manufacturer in 2001 (T2); to the second sponsor warning recommending a change from SC to IV administration in 2002 (T3), to the packet insert for Eprex brands of EPO contraindicating SC use for renal patients (T4), to Oct 2003 (T5), with variations according to country. In the more recent time periods, Canada had the highest incidence. Conclusions: EPO-associated PRCA remains an international concern, especially in Canada. Re-importation of Eprex products from Canada may allow for this severe complication to occur in the U.S. No significant financial relationships to disclose.

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)0.008
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.409
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.002
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 head0.251
GPT teacher head0.526
Teacher spread0.274 · 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 designBench or experimental
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
Published2004
Admission routes1
Has abstractyes

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