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Record W6911585878 · doi:10.5281/zenodo.12792226

Innovative Oral Breath Strips with Piper betle L. Extract for Refreshing Mouth Feel

2024· book-chapter· en· W6911585878 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2024
Typebook-chapter
Languageen
FieldDentistry
TopicOral microbiology and periodontitis research
Canadian institutionsQuest University Canada
Fundersnot available
KeywordsPiperOral healthPhytochemicalAntimicrobialOral cavity

Abstract

fetched live from OpenAlex

Halitosis also known as bad breath is a common problem suffered from the people around a world and itappears mainly often resulting from poor oral hygiene, dietary habits, and underlying health conditions. Thisresearch explores the creation of innovative oral breath strips with contain Piper betle L. extract that haveantimicrobial and oral health benefits. The goal is to have oral breath strips that are not only pleasant but will alsohelp do good for oral hygiene. The Piper betle L. extract was extracted by the solvent extraction with undenaturedethanol so that its bioactive compounds could be preserved and concentrated. Oral breath strips with Piper betle L.extract was prepared by using solvent casting method to ensure the extract is well distributed throughout polymermatrix. Screening for phytochemical involves looking for alkaloids, saponins, flavonoids, steroid and terpenoid toverify the presence of important bioactive components. This invention aims to solve the need for an easy to use ,natural remedy for bad breath that also promotes dental health. Breath strips that function as a dual-action product,giving off a sudden freshness boost and perhaps reducing bad breath by using Piper betle's antibacterial qualities.In response to the need for a convenient, effective, and natural solution to bad breath, these oral breath strips providean immediate refreshing effect. The antimicrobial properties of Piper betle L. is to reduce oral bacteria and improvedental hygiene. Moreover, the use Piper betle L. is also growing faster according to trend grow plant-based culture.Commercially, these oral breath strips hold significant potential due to their ease of use, portability, and the requestof natural ingredients. Oral breath strips represent an attractive addition to the oral care market, which isincreasingly driven by consumer demand for innovative and health conscious products.

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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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 head0.049
GPT teacher head0.279
Teacher spread0.230 · 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 designBench or experimental
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
Published2024
Admission routes1
Has abstractyes

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