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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 OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

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.

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)0.000
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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.124
Threshold uncertainty score0.366

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 science0.0000.000
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 head0.014
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