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Record W2010150087 · doi:10.1177/1076029610389028

The United States Food and Drugs Administration Approves a Generic Enoxaparin

2010· article· en· W2010150087 on OpenAlexaff
Frederick A. Ofosu

Bibliographic record

VenueClinical and Applied Thrombosis/Hemostasis · 2010
Typearticle
Languageen
FieldMedicine
TopicVenous Thromboembolism Diagnosis and Management
Canadian institutionsMcMaster University
Fundersnot available
KeywordsBiosimilarFood and drug administrationMandateMedicineAgency (philosophy)Orphan drugInterchangeabilityDrug approvalPharmacologyBusinessGeneric drugDrugEngineeringPolitical scienceBioinformaticsLawBiology

Abstract

fetched live from OpenAlex

The Food and Drug Administration (FDA) approved on July 23, 2010, the abbreviated new drug application (ANDA) by Sandoz Inc for a generic enoxaparin (Lovenox) as the FDA is satisfied with the active ingredient ''sameness'' and the interchangeability of Lovenox with this generic version. Regulatory authorities that consider low-molecular-weight heparins (LMWHs) as drugs approve generic LMWHs via an ANDA pathway, whereas EMEA views them as biological medicines and will therefore regulate copies of LMWHs via a biosimilar pathway because only similar copies can be manufactured. Furthermore, European Medicines Agency (EMEA) requires appropriately powered clinical trails to establish comparable efficacy and safety profiles for biosimilar and their branded LMWHs counterparts. The safety issues that have led to withdrawal of some generic LMWHs from some Asian and South American countries mandate the need for a broad consensus defining the minimum attributes copies of LMWHs required for efficacy and safety.

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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.790
Threshold uncertainty score0.725

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.042
GPT teacher head0.328
Teacher spread0.285 · 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 designOther design
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

Citations18
Published2010
Admission routes1
Has abstractyes

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