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International Regulations for Bioequivalence Approval of Locally Acting Orally Inhaled Drug Products

2021· preprint· en· W3127454849 on OpenAlexaboutno aff
Vinod L. Gaikwad, Prajakta Patil, Atmaram Pawar, Kakasaheb Mahadik

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicPharmaceutical studies and practices
Canadian institutionsnot available
Fundersnot available
KeywordsBioequivalenceMedicinePharmacologyDrugBioavailabilityRegulatory scienceRegulatory agencyBusinessPolitical sciencePublic administration

Abstract

fetched live from OpenAlex

Bioequivalence (BE) is established between the brand drug and the generic drug to allow the linking of preclinical and clinical testing conducted on the reference listed drug. Regulatory agencies around the globe have come up with the guidance for locally acting orally inhaled drug products (OIDPs) for bioequivalence approaches. The prime intent of the present article is to compare approaches of different international regulatory authorities such as Health Canada, European Medicines Agency and the US Food and Drug Administration that have published guidance related to locally acting OIDPs. Moreover, the Central Drugs Standard Control Organisation, India, has published guidelines for bioavailability and bioequivalence studies. BE recommendations from global regulatory agencies were based on comparison for different parameters, namely inhaler device, formulation, reference product’s selection, in-vitro as well as in-vivo studies (pharmacokinetics, pharmacodynamics, and clinical studies). In the case of in-vivo studies, details about study design, dose choices, inclusion/ exclusion criteria of the subject, study period, endpoint study, and equivalence acceptance criteria were discussed in the present review article.

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)0.002
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 score0.683
Threshold uncertainty score0.618

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
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 science0.0000.001
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 head0.123
GPT teacher head0.410
Teacher spread0.288 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

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