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Record W7077047577 · doi:10.1016/j.nxmate.2025.100848

Current status and role of carbopols in oral, nasal, transdermal, topical and ophthalmic drug delivery systems

2025· article· en· W7077047577 on OpenAlexaff

Bibliographic record

VenueNext Materials · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsLaurentian University
FundersHuman Resource Development GroupCouncil of Scientific and Industrial Research, India
KeywordsTransdermalDrug deliveryDrugDosage formDelivery systemNatural polymersPharmaceutical technology

Abstract

fetched live from OpenAlex

Both natural and synthetic biodegradable polymeric materials have revolutionized the pharmaceutical and medical fields due to their flexible properties and their ability to be to be customized to meet individual patient needs. These biodegradable materials have the potential to significantly advance drug formulation and biomedical implants by enhancing drug bioavailability, controlling undesirable pharmacokinetics, and modulating the residence time of drugs in systemic circulation, among other benefits. Carbopols are a class of high molecular weight synthetic polymers made by cross linking of poly (acrylic acid). They are widely employed in pharmaceuticals due to their attractive properties such as gelling ability, mucoadhesiveness, bioadhesiveness, thickening capability and biodegradability. Although these polymers were synthesized and patented in the mid-20th century, no comprehensive review on the role of carbopols in drug delivery systems has been reported to date. This review aims to specifically discuss the significance and impact of carbopol in the development of oral, nasal, transdermal, topical, and ophthalmic drug delivery systems. In addition to addressing the benefits and limitations of this polymer, this review also highlights future prospects and anticipated advancements based on existing research. • An insight into structure and properties of carbopol. • Discussion on classification of carbopol based on trade names. • Influence of carbopol in development of oral, nasal, topical, transdermal and ophthalmic drug delivery systems.

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)0.002
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0000.001
Scholarly communication0.0020.003
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0030.001

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 head0.014
GPT teacher head0.247
Teacher spread0.233 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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

Citations10
Published2025
Admission routes1
Has abstractyes

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