Department of Pharmaceutics, Pallavan Pharmacy College, Kanchipuram-631502.
The present research has been undertaken with the aim to formulate and evaluate the herbalgel containing Acalypha indica leaf extract combined with Aloe vera.It becomes an item of global importance in both medicinal and economical purpose. The gel formulation was designed by using aqueous extract of Acalypha indica leaf. Scientific name: Acalypha indica, Family:Euphorbiaceae. The gel was prepared by using Carbopol 934 has given better gel formation than carbopol 940.The gel was prepared by using Carbopol 934, Acalyph aindica leaf extract, Aloe vera extract, Lecithin, Potassium sorbate, Glycerin, distilled water. Then skin pH (6.8-7) was maintained by the addition of Aloe vera extract. The physiological parameters of formulations (pH, viscosity,spreadability, diffusion study, irritancy test, homogeneity, drug content,anti bacterial study, etc.) were determined. The herbal gels showed that formulations containing Acalypha indica leaves extract have better antibacterial activity.
It is a common inflammatory skin disorder1, Psoriasis causes patches of skin to become heavily covered with silvery scales. Both men and women can develop Psoriasis, which is most frequent in those aged 15 to 252.A common T-cell-mediated immunological condition, Psoriasis is characterized by thick, red, and confined plaques with a silver-white scale on top.Drugs have been successfully administered to the human body by a variety of ways, including as the mouth, sublingual, rectal, parental, cutaneous, inward breath, and so on. Applying a medication with specific site to the skin to treat cutaneous problems like breakouts or the cutaneous symptoms of an underlying disease like psoriasis directly while limiting the medication's pharmacological or other effects to the skin's outer layer or inside the skin is known as skin conveyance3. Many adverse effects, including nausea, exhaustion, liver damage, blood cell damage, renal problems, high blood pressure, high cholesterol, bone marrow issues, and an increased risk of skin cancer, areassociated with the synthetic medications used to treat Psoriasis.Medication delivery to the skin offers a powerful and focused treatment for related dermatological conditions.Because it circumvents the first-pass effects, gastrointestinal distress, and metabolic degradation brought on by oral administration, this drug delivery technique has grown in prominence4.Herbal gel shave a solid, jelly-like texture and can be either soft and weak or stiff and robust. Skin care, hair care, pain treatment, and other therapeutic applications are some of the uses of herbal gel, a topical solution derived from plant extracts or herbs.Herbal plant like, Acalypha indica, Aloe vera, Neem, etc.The aloe plant is well-known for its therapeutic and aesthetic qualities.Approximately 75% of aloe species are utilized medicinally in the area5,6.Additionally, the plants can be utilized to make many kinds of unique soaps or other skin care items.However, psoriatic illness can be brought on by bacteria such as Streptococcus pyogens and Staphylococcus aurues.
1.1. Plant Profile
1.1.1 Acalypha Indica
Taxonomic Classification
Table: 1 Taxonomic classification of Acalypha indica
|
S. No |
Scientific name |
Acalypha indica |
|
1 |
Family |
Euphorbiaceae |
|
2 |
Genus |
Acalypha |
|
3 |
Kingdom |
Plantae |
|
4 |
Common name |
Indian nettle leaves |
|
5 |
Tamil name |
Kuppaimeni |
Figure: 1 Acalypha indica
1.1.2. Aloe Vera
Taxonomic Classification
Table: 2 Taxonomic classifications of Aloe vera
|
S. No |
Scientific name |
Aloe barbadensis miller |
|
1 |
Family |
Liliaceae |
|
2 |
Genus |
Aloes |
|
3 |
Kingdom |
Plantae |
|
4 |
Common name |
Aloe vera |
|
5 |
Tamil name |
kathalai |
Figure: 2 Aloe vera plant
1.2. PHARMACEUTICAL GEL
Topical gels are uniform, semi-solid formulations used to treat and avoid skin disorders.Because gel is hydrophilic, the medication or active ingredient was released rapidly.Gels are usually made from a fluid stage that has been thickened with several substances7,8.
1.3. IDEAL PROPERTIES OF GEL
• The gel should be inert by nature, transparent, and uniform. It also shouldn't be sticky.
• The gel needs to be stable both chemically and physically.
• The gel should have the ideal viscosity.
• The skin shouldn't become irritated.
• The gel needs to be dependable.
• No other formulation ingredient should interact with the gel.
• The gel shouldn't break easily when shear or force is applied while the container is shaking7,8.
1.4. ADVANTAGES OF GEL FORMULATIONS
The gel formulation has several important benefits over typical semisolid dosage formulations.
1. Gels are easy to make in comparison to other formulations.
2. Gel is an elegant, non-greasy formula.
3. Gels are biocompatible and environmentally benign.
4. Have extraordinary resilience in the face of adversity9,10,11.
1.5. DISADVANTAGES OF GEL FORMULATION
Despite the fact that it has certain advantages. Gel compositions may have some disadvantages.
1. Gels work more subtly and last longer.
2. People may become irritated by the gelators or additives.
3. The presence of water raises the possibility of microbial or fungal attack on gel.
4. The solvent loss in the formulation dries to gel.
5. Some gels become unstable due to flocculation9,10,11.
1.6. ROUTE OF PENETRATION
Drug penetration is impacted when drug molecules come into contact with germs, cellular waste, and other materials on the skin's surface.The drug is delivered to the living tissue via three pathways:
1. Through the follicles of the hair,
2. Continuous stratum corneum between the appendages (hair follicles, sebaceous glands, eccrine, apocrine glands and nails)9,10,11.
2. MATERIALS
2.1. PLANT COLLECTION
The fresh leaves of Acalypha indica plant were collected from local vendors in kanchipuram district,Tamilnadu , India in the month of November 2024. The plant material were identified and authenticated by central council for research in siddha, Chennai, ministry of AYUSH, government of India, on 24.09.2024. The fresh leaves of Aloe vera plant were collected from local vendors in kanchipuram district,Tamilnadu , India in the month of November 2024. The plant material were identified and authenticated by central council for research in siddha, Chennai, ministry of AYUSH, government of India, on 24.09.2024.
2.2 . METHOD
2.2.1. COLD METHOD
A method of gel formulation in which the gelling agent is dispersed in a suitable solvent at room temperature without the application of heat, followed by the addition of active ingredients, preservatives, and other excipients to achieve a uniform gel consistency.
2.2.2. PREPARATION OF PLANT EXTRACT
Figure: 3 Soxhlet extraction apparatus
2.2.3. DETERMINATION OF ? MAX
The stock solution was prepared by dissolving 10ml of Acalypha indica extract in 100ml of distilled water. From this solution, 10ml was taken and diluted to 100ml with distilled water. Then the prepared solution was scanned in a wavelength at 265nm using UV spectrophotometer.
2.2.4.DETERMINATION OF CALIBRATION CURVE
The diluted stock solution was taken in the range of 5-25μg/ml in 100ml volumetric flask; the final volume was made by using distilled water. The diluted solutions absorbances were measured at 265nm using UV spectrophotometer.
2.2.5. EXCIPIENTS PROFILE
Ingredients and their uses:
Table: 3 Excipients used
|
S.no |
Ingredient |
Use |
|
1. |
Carbopol 934 |
Polymer, gelling agent |
|
2. |
Lecithin |
solubliser |
|
3. |
Potassium sorbate |
Preservative |
|
4. |
Menthol |
Cooling agent |
|
5. |
Glycerin |
Viscosity thinner |
|
6. |
Distilled water |
Base |
2.2.6. COMPOSITION OF HERBAL GEL
In this formulation following ingredients are as follows:
Table: 4 Composition of herbal gel
|
S.no |
Ingredients |
F1 |
F2 |
F3 |
|
1. |
Acalypha indica |
0.5gm |
1.0gm |
1.5gm |
|
2. |
Aloe vera |
1.0gm |
1.0gm |
1.0gm |
|
3. |
Carbopol 934 |
1.15gm |
1.15gm |
1.15gm |
|
4. |
lecithin |
0.2gm |
0.2gm |
0.2gm |
|
5. |
Potassium sorbate |
0.15gm |
0.15gm |
0.15gm |
|
6. |
menthol |
0.2gm |
0.2gm |
0.2gm |
|
7. |
glycerin |
2ml |
2ml |
2ml |
|
8. |
Distilled water |
Q.S. |
Q.S. |
Q.S. |
2.2.7. EQUIPMENT USED
Table: 5 Equipment’s Used
|
S. No |
Equipment |
Manufacturer |
|
1. |
Homogeniser |
Remi motors |
|
2. |
Thermometer |
Diwakar instruments |
|
3. |
Weigh balance machine |
Fashion Bizz |
|
4. |
Heating mantle |
WKM |
3. EVALUATION
3.1. Evaluation for Herbal extract:
3.1.1. QUALITATIVE ESTIMATION PRELIMINAR PHYTOCHEMICAL SCREENING
The various chemical tests were performed on Hydroalcoholic extract of Acalypha indica (L.) leaves for the identification of flavonoids, phenolic compounds, alkaloids, glycosides, carbohydrates, proteins, tannins, terpenoids by using the standard procedures.
3.1.2. CHROMATOGRAPHIC STUDIES
The extract was subjected to chromatographic studies by means of TLC, the chromatogram was developed and recorded using Quercetin.
EVALUATION OF EEAI and AV BY TLC
Sample is prepared by taking 5mg of extract and dissolved in the solvent (1:1). Then on the silica gel coated TLC plate, 10µl of sample is placed and the migration is carried out using suitable solvents for each desired chemical group.
Stationary phase: Silica gel
Mobile phase: Toluene: Ethyl acetate: Acetic acid: Methanol (2.5:7:0.25:0.25)
The colour of the compound can be detected by visualizing in UV florescence chamber in 254nm and 365nm. The colour of the spots is recorded.
3.1.3. FOURIER TRANSFORMER-INFRA RED SPECTROSCOPY(FTIR)ANALYSIS
The FT-IR spectroscopy was used for analysis of drug, mixture of drug and excipients. The drug alone and mixture of drug and excipients was taken and IR spectra of drug in KBr pellets at moderate scanning speed between 4000-400cm-1 was carried out using FTIR.
3.1.4. Determination of calibration curve:
The diluted stock solution was taken in the range of 2-5µm/ml in 100ml volumetric flask,the final volume was made by using distilled water. The diluted solutions absorbances were measured at 265nm using UV spectrophotometer.
3.2.EVALUATION OF HERBAL GEL
3.2.1.HOMOGENEITY
The homogeneity of the formulation has been examined. It was done through touch and appearance. Visual inspection was used to check the homogeneity of the improved gel.
3.2.2. MEASUREMENT OF pH
The pH of the herbal gel was measured with the help of digital pH meter.herbal gel 0.5g has been dissolved in 50ml of distilled water and stored for 2hrs.The measurement of pH of each formulation was determined.
3.2.3.RHEOLOGICAL STUDY
The measurement of viscosity of the herbal gel were carried out with Brook field Viscometer. The readings of formulation were taken.
3.2.4. IRRITANCY TEST
A small amount of gel was applied on the marked area of the skin and irritation on the skin is observed in 24hr interval.
3.2.5. WASHABILITY
The gel was applied on the hand and washed in running water.
3.2.6. SPREADABILITY
On a glass plate of 10×5cm, 350mg gel was taken and another plate of same sized was dropped from a distance of 5cm. After 1 minute the diameter of the circle spread was measured12,13.
3.2.7. DRUG CONTENT
About 1gm of gel was accurately weighed and transferred to 100ml volumetric flask to which about 70ml distilled water was added. After mixing the volume was made up to 100ml distilled water. A appropriate filter paper was used to filter the substance. A 1 ml aliquot was pipetted out of the filtrate.The extract was estimated spectrophotometrically by using UV-Visible spectrophotometer at 265nm.
3.2.8. IN-VITRO DRUG RELEASE STUDY
The diffusion studies of the prepared gels was carried out in franz diffusion cell for studying the dissolution release of gels through a cellophane membrane. Gel sample (1gm) was taken in cellophane membrane and the diffusion studies carried out at 37±°c using distilled water as dissolution medium. 5 ml of each sample was replaced with equal volume of dissolution medium. The samples were analyzed for the drug content by using UV-visible spectrophotometer.
3.2.9. ANTI-BACTERIAL ACTIVITY
The test organisms were supplied by the department of microbiologyGovernment Hospital for thoracic Medicine in Tambaram sanatorium, Chennai, Tamilnadu, India. Gram-negative (Klebsiella pneumoniae) and Gram- positive (Staphylococcus aureus)14,15 bacterial strains were used in the study, The organisms were sub-cultured on Muller Hinton Agar medium and incubated at 37°C for 24hrs, then the sensitivity was measured and noted.
3 RESULT AND DISSCUSION
3.1. PRELIMINARY PHYTOCHEMICAL SCREENING OF ETHANOLIC EXTRACT OF Acalypha India and aloe vera gel LEAVES:
Hydro-alcoholic extract of acalypha indica leaves and aloe vera gel were subjected to quantitative chemical analysis. The various chemical tests are performed on this extract for the identification of phytochemicals and secondary metabolites and the results are shown in the table.
Table: 6 Results for phytochemical tests
|
S. No |
Compounds |
Result |
|
|
Acalypha indica extract |
Aloe vera gel |
||
|
1 |
carbohydrates |
- |
- |
|
2 |
Alkaloids |
+ |
- |
|
3 |
Flavonoids |
+ |
+ |
|
4 |
Steroids |
+ |
- |
|
5 |
Cardiac glycosides |
+ |
- |
|
6 |
phenols |
+ |
- |
|
7 |
Tannis |
+ |
+ |
|
8 |
Amino acid |
- |
- |
|
9 |
Terpenoids |
- |
+ |
|
10 |
Saponins |
- |
+ |
CHROMATOGRAPHIC STUDIES
THIN LAYER CHROMATOGRAPHY:
Thin-layer chromatography (TLC) was employed in the qualitative analysis of ethanolic extracts of the powdered leaves. The spots obtained from the extract were examined under daylight and ultraviolet light (Figure ). The resolution factor was calculated by using the formula Rf = distance traveled by solute/distance traveled by solvent (table ).
EVALUATION OF EEAI AND AV BY TLC:
Table: 7 Results for TLC
|
Mobile phase |
Sample |
Detector |
Observation |
Rf value |
Result |
|
Toluene: Ethyl acetate: Acetic acid: Methanol (2.5:7:0.25:0.25) |
EEAI |
Iodine vapour |
Brown colour spots |
0.87 |
Presence of flavanoids |
|
AV |
Faint yellow colour spots |
0.90 |
Presence of glycoproteins |
3.2. FT-IR FOR ACALYPHA INDICA
Fourier transformer-infrared red spectroscopy (FTIR) analysis
Figure: 6 FT-IR for Acalypha indica
Table: 8 Interpetation of Acalypha indica
|
Wavenumber (cm?¹) |
Functional Group |
Possible Bond Assignment |
|
3322.79 |
Alcohols, Phenols |
O-H Stretch (Hydrogen-bonded) |
|
2973.51 |
Alkanes |
C-H Stretch |
|
2885.10 |
Alkanes |
C-H Stretch |
|
1651.23 |
Carbonyl Compounds (Ketones, Aldehydes, Amides) |
C=O Stretch |
|
1380.12 |
Alkanes |
C-H Bending |
|
1086.60 |
Alcohols, Ethers |
C-O Stretch |
|
1044.69 |
Alcohols, Ethers |
C-O Stretch |
|
879.47 |
Aromatics |
C-H Out-of-plane Bending |
|
673.43 |
Aromatics, Halogen Compounds |
C-Cl or C-Br Stretch
|
3.3. FT-IR FOR ALOE VERA GEL
Figure: 7 FT-IR for Aloe vera
Table: 9 Interpetation of Aloe vera
|
Wavenumber (cm?¹) |
Functional Group |
Vibration type |
|
3200-3600 |
O-H stretch |
Hydrogen-bonded |
|
2800-3000 |
C-H Stretch |
Aliphatic (sp3)C-H |
|
1720-1750 |
C=O Stretch |
Carbonyl (ester/acetyl) |
|
1600-1650 |
COO- Stretch |
Carbonyl (ester/acetyl) |
|
1200-1300 |
C-O-C Stretch |
Ether linkage |
|
900-1150 |
C-O-C Stretch |
Glycosidic bonds |
3.4. DETERMINATION OF ? MAX
The Acalypha indica extract absorption spectrum was scanned between 200 to400nm.
Calibration curve of Acalypha indica extract.
3.4.1. DETERMINATION OF CALIBRATION CURVE FOR ACALYPHA INDICA
Figure: 8 Absorption spectrum of Acalypha indica
The λmax of Acalypha indica extract was determined by scanning the prepared solution in the wavelength range of 200-400 nm. The maximum wavelength was found to be 265nm. The calibration curve of Acalypha indica extract was constructed by dissolving the drug in distilled water.
Table: 10 various Absorbances of Acalypha indica
|
Concentration(µg/ml) |
Absorbance at 265nm |
|
0 |
0 |
|
5 |
0.113 |
|
10 |
0.223 |
|
15 |
0.314 |
|
20 |
0.418 |
|
25 |
0.511 |
Figure:9 Calibration curve of Acalypha indica
3.4.2. DETERMINATION OF CALIBRATION CURVE FOR ALOE VERA GEL
Figure:10 Absorption spectrum of Aloe vera gel
The λmax of aloe vera gel was determined by scanning the prepared solution in the wavelength range of 270-425 nm. The maximum wavelength was found to be 276nm. The calibration curve of aloe vera gel was constructed by dissolving the gel in distilled water.
Table:11 various Absorbances of Aloe vera
|
Concentration(µg/ml) |
Absorbance at 276nm |
|
0 |
0 |
|
2 |
0.056 |
|
4 |
0.124 |
|
6 |
0.183 |
|
8 |
0.234 |
|
10 |
0.318 |
Figure:11 Calibration curve of Aloe vera
3.5. DRUG CONTENT
The drug content of the three formulations was found to be
Figure:12 Absorption spectrum of Herbal gel 1
Figure:13 Absorption spectrum of Herbal gel 2
Figure:14 Absorption spectrum of Herbal gel 3
Table:12 Interpatation table for drug content
|
Parameter |
F1 Spectrum |
F2 Spectrum |
F3 Spectrum |
Interpretation |
|
Instrument Used |
JASCO UV-VIS V-730 |
JASCO UV-VIS V-730 |
JASCO UV-VIS V-730 |
Same instrument ensures consistent results. |
|
Wavelength Range (nm) |
200 – 800 |
200 – 800 |
200 – 800 |
Full UV-Visible range covered. |
|
λmax (Peak Absorbance Wavelength) |
~270-310 nm |
~280–320 nm |
~300-350 nm |
Indicates conjugated systems/aromatic compounds. |
|
Absorbance Intensity (Peak) |
~0.25 |
~0.30 |
~0.35 |
Suggests F3 has the highest concentration or a stronger chromophore |
|
Data Interval (nm) |
0.2 nm |
0.2 nm |
0.2 nm |
High resolution for peak detection. |
|
Scan Speed |
400 nm/min |
400 nm/min |
400 nm/min |
Standard UV-Vis analysis speed. |
|
Possible Functional |
π-π* transitions (conjugated compounds, |
π-π* transitions (conjugated compounds, |
π-π* transitions (conjugated compounds, |
Presence of bioactive compounds such as flavonoids or phenolics. |
3.6.IN VITRO DRUG RELEASE
The drug release of the formulation was found to be
Table:13 Result for Drug release
|
Formulation |
Drug Release |
|||||||
|
Absorbance |
||||||||
|
1hr |
2hr |
3hr |
4hr |
5hr |
6hr |
7hr |
8hr |
|
|
F1 |
0.04 |
0.05 |
0.1 |
0.14 |
0.15 |
0.18 |
0.28 |
0.30 |
|
F2 |
0.06 |
0.08 |
0.16 |
0.19 |
0.25 |
0.26 |
0.28 |
0.38 |
|
F3 |
0.07 |
0.09 |
0.18 |
0.23 |
0.27 |
0.32 |
0.37 |
0.42 |
Figure:18 In-vitro drug diffusion profile
3.7. ANTI BACTERIAL ACTIVITY
Results of anti-bacterial activity
The anti-microbial activities of Acalypha indica formulation against the microorganism were examined in the present study, and the potency was assessed by the presence or absence of inhibition zone and zone diameter is compared with gentamycin. Results are given in
The anti-bacterial activity was of the gel was found to be
3.7.1. STAPHYLOCOCCUS AUREUS
Table:14 Result for Zone of inhibition of Staphylococcus Aureus
|
Formulation |
Zone Of Inhibition |
|
F1 |
14mm |
|
F2 |
16mm |
|
F3 |
18mm |
Figure:19
3.7.2. KLEBSIELLA PNEUMONIAE
Table:15 Petri Dish
|
Formulation |
Zone Of Inhibition |
|
F1 |
14mm |
|
F2 |
17mm |
|
F3 |
21mm |
3.8. ORGANOLEPTIC PROPERTIES
The organoleptic formulation was found to be
Table:16 Result for Organoleptic properties
|
Formulation |
Colour |
Appearance |
Odour |
|
F1 |
Light green |
Smooth, Good |
Pleasant |
|
F2 |
Light green |
Smooth, Good |
Pleasant |
|
F3 |
Light green |
Smooth, Good |
Pleasant |
Figure:23 Formulated Herbal gel
3.9. pH MEASUREMENT:
The pH of the formulation was found to be
Table:17 Result for Ph
|
Formulation |
Ph Measurement |
|
F1 |
6.43 |
|
F2 |
6.40 |
|
F3 |
6.43 |
3.10. IRRITANCY TEST:
The irritation of the formulation was found to be
Table:18 Result for Irritancy test
|
Formulation |
Irritation |
|
F1 |
No irritation |
|
F2 |
No irritation |
|
F3 |
No irritation |
3.11. HOMOGENEITY:
The homogeneity of the formulation was found to be
Table:19 Result for Homogeneity
|
Formulation |
Homogeneity |
|
F1 |
Good |
|
F2 |
Good |
|
F3 |
Good |
3.12. SPREADABILITY:
The Spreadability of the formulation was found to be
Table:20 Result for Spreadability
|
Formulation |
Spreadability |
|
F1 |
(4.5 cm) Good |
|
F2 |
(4.3cm) Good |
|
F3 |
(4.7 cm) Good |
3.13. WASHABILITY:
The washability of the formulation was found to be
Table:21 Result for Washability
|
Formulation |
Washability |
|
F1 |
Easily washable |
|
F2 |
Easily washable |
|
F3 |
Easily washable |
3.14. VISCOSITY:
The viscosity of the formulations was found to be
Table:22 Result for Viscosity
|
Formulation |
Viscosity (CP) |
|
F1 |
12697 |
|
F2 |
13497 |
|
F3 |
17996 |
SUMMARY
• Due to customer concerns about eco-friendly products, pharmaceutical companies have invested in the research and development of new products, particularly in the herbal category. However, creating herbal medications requires a formulator's experience and competence and poses several technical difficulties. Additionally, there were restrictions on the usage of natural medications.
• The product might alter chemically and physically throughout this time.
• The primary causes of the formulation's instability are temperature and storage conditions.
• Acalypha indica extract (0.5g, 1.0g, and 1.5g) and Aloe vera gel (1.0g) were added in varying amounts to three different herbal gel compositions.
• The following are the evaluation parameters for the F3 formulation: pH 6.43, Light green color, nice odor, no Skin irritation, Good Washability , Good Spreadability (4.7cm), Viscosity (17996 cP), Drug content (Higher concentration), Diffusion study (Higher drug release), and Anti-bacterial (Staphylococcus aureus-18mm and Klebsiella pneumonia-21mm) .
CONCLUSSION
• It was successfully possible to generate three herbal gel formulations with different concentrations of active ingredients.
Using carbopol as a substrate, the extract of Acalypha Indica was transformed into gel. Acalypha Indica and Aloe vera gel have numerous therapeutic properties.
• In vitro drug release, homogeneity, drug content, pH, viscosity, spredability, organoleptic characteristics and skin irritation test all showed positive findings.
• S. aureus and K. pneumonia was susceptible to the antibacterial action of the herbal gel.
• The usage of the herbal gel in the treatment of psoriasis can be inferred.
• When comparing the three formulations, it is found that formulation F3 yields better results.
Based on evaluation criteria, the best formulation is selected.
ACKNOWLEDGEMENT
The authors are thankful to the Management, Principal, Vice Principal, and HOD, of Pallavan Pharmacy College, Kanchipuram for their support to carry out the research work.
REFERENCES
Dr. G. Mariyappan, D. Renuka, S. Roshini, R. Santhosh, S. Sarathkumar, C. Sathish*, Formulation and Evaluation of Gel Using Herbal Extract of Acalypha Indica with Aloe Vera for the Treatment of Psoriasis, Int. J. of Pharm. Sci., 2025, Vol 3, Issue 9, 1839-1858 https://doi.org/10.5281/zenodo.17140072
10.5281/zenodo.17140072