MétaCan
Menu
Back to cohort

Myth of Aloe vera phytochemicals and its advancement as medicinal and plant packed cosmetics

2023· article· en· W4366495366 on OpenAlex
Muhammad Awais, Sahar Sadaqat, Sania Naeem, Abdul Qayyum Rao

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueDiscovery Phytomedicine - Journal of Natural Products Research and Ethnopharmacology · 2023
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicPhytochemistry and biological activity of medicinal plants
Canadian institutionsnot available
Fundersnot available
KeywordsAloe veraCosmeticsContext (archaeology)Traditional medicineBiotechnologyChemical constituentsBiochemical engineeringBiologyChemistryMedicineEngineering

Abstract

fetched live from OpenAlex

A succulent plant Aloe vera has been extensively utilized for various pharmaceutical and biomedical products. Its bioactive components that have different properties of anti-inflammation, anti-oxidation, anti-microbial and immunomodulation have made it more attractive for the scientific community to further explore its hidden facts about its utilization and also in addition to improve its properties through expression of some useful protein which can make it complete plant packed cosmetics. This study briefly summarizes fundamental active components, their biological activities, and significant applications of the constituents found in Aloe vera, and extensively surveyed its research progress in cytology and molecular biology with an emphasis on genetic engineering. Aloe constituents are studied in the context of therapeutics, cosmetics, and hydration, antibacterial and antiviral applications. The information that has been presented here is useful for better comprehending and investigating its possible therapeutic and culinary applications and provides routes for future studies.

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)0.002
metaresearch head score (Gemma)0.001
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 score0.035
Threshold uncertainty score0.401

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.076
GPT teacher head0.367
Teacher spread0.292 · 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