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Novel Dissemination Efforts for Hematology-Related Serious Adverse Drug Reactions (sADRs): Findings from the Research on Adverse Drug Events and Reports Project (RADAR)

2008· article· en· W2564627979 on OpenAlexaboutno aff
Cara C. Tigue, Dennis P. West, Dennis W. Raisch, Beatrice J. Edwards, Simone N Boyle, Athena T. Samaras, Paul N. Bennett, Charles L. Bennett

Bibliographic record

VenueBlood · 2008
Typearticle
Languageen
FieldPharmacology, Toxicology and Pharmaceutics
TopicPharmacovigilance and Adverse Drug Reactions
Canadian institutionsnot available
Fundersnot available
KeywordsPharmacovigilanceMedicineExpanded accessMedical educationFamily medicineAdverse effectInternal medicineOncology

Abstract

fetched live from OpenAlex

Abstract The Research on Adverse Drug Events and Reports project (RADAR) is one of only a few independent pharmacovigilance programs funded entirely by peer-reviewed grants. It is the only such program that focuses on serious adverse drug reactions (sADRs) related to hematology and oncology. RADAR leverages the resources of a comprehensive cancer center, an academic hematology/oncology program, and a global network of physicians. Since its inception in 1998, RADAR has identified 33 unique sADRs. Information about these sADRs are traditionally disseminated in peer-reviewed manuscripts (21 sADRs), warnings or black box warnings in FDA-approved package inserts or manufacturer warnings (12 sADRs), or Dear Doctor letters (8 sADRs). In the absence of formal collaborations between the FDA, drug manufacturers, and independent pharmacovigilance programs, RADAR has expanded its dissemination efforts to non-traditional strategies, such as face-to-face meetings with drug manufacturers (22 sADRs), which lead to further actions by regulatory agencies and stakeholders (Table). These actions have included revised clinical guidelines from NCCN, ASCO, ASH, and the American College of Radiology, FDA advisory hearings focusing on safety, the first ever drug safety focused citizen’s petition filed by a state attorney general, and safety statements from the Centers for Disease Control and Prevention. Moving forward, RADAR is developing novel strategies for dissemination by partnering with Consumer Reports, the internet-based Medpedia Project, and monthly safety columns published in Community Oncology and Oncology News International. Table. Hematology-related sADRs identified by RADAR and novel dissemination efforts. Drug sADR Peer-reviewed Publications (Year) FDA or Manufacturer Warnings (Year) Face-to-face meeting with drug manufacturer Actions by Regulatory Agencies or Stakeholders Ticlopidine Thrombotic Thrombocytopenic purpura Ann Intern Med (1998); Lancet (1998); Arch Intern Med (1999); JAMA (1999) Dear Doctor letter (1998); Boxed Warning (1999) Yes Drug sales diminished to minimal level due to safety concerns (even though generic drug); FDA presentation Clopidogrel Thrombotic thrombocytopenic purpura NEJM (2000); Transplantation (2002); Stroke (2004) Warnings (2000, 2006) Yes Patient message in direct-to-consumer advertisements Epoetin/darbepoetin Venous thromboembolism; mortality JAMA (2008) FDA Alerts (2006, 2007), Black box warning (2007) Yes FDA hearing; CMS policy change; EMEA guidelines change; NCCN guidelines change Epoetin Pure red-cell aplasia NEJM (2004); Blood (2005) Boxed warning (2002); Dear Doctor letter (2005) Yes Manufacturer changes; Canada Health; EMEA statements; FDA presentation Thalidomide/lenalidomide Venous thromboembolism JAMA (2006) Black box warning(2006) Yes Citizen’s petition by attorney general of Connecticut (upheld) Gemtuzumab Sinusoidal obstructive syndrome Leukemia Research (2006) Boxed warning (2001) Yes FDA-mandated postmarketing registry Rituximab Progressive multifocal leuko-encephalopathy ASH (2007); ASCO (2008) Black box warning (2006) Yes Under consideration G-CSF/GM-CSF Acute myeloid leukemia; myelodisplatic syndrome JNCI (2007) None Yes Reconsideration of G-CSF administration to pediatric donors in Japan PEG-rHuMGDF Lymphoproliferative disorder British J of Haematology (2006) None No Drug development discontinued because of safety concerns Zoledronate Osteonecrosis of the jaw Lancet Oncology (2008) Dear Doctor letter (2004) Yes Guidelines from radiology, dentistry, hematology, oncology Nevirapine Stevens-Johnson syndrome; hepatotoxicity J Acquir Immune Defic Syndr (2004) Boxed warning (1998); Warning (1999); Dear Doctor letters (2000, 2004) Yes Drug no longer. used for post-needle stick exposure to HIV by healthcare workers

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)0.141
metaresearch head score (Gemma)0.318
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: Reporting · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.859
Threshold uncertainty score0.745

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1410.318
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0040.004
Science and technology studies0.0020.002
Scholarly communication0.0070.008
Open science0.0020.006
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0110.002

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 head0.103
GPT teacher head0.441
Teacher spread0.338 · 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.

Study designObservational
DomainReporting
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
Published2008
Admission routes1
Has abstractyes

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