University Institute of Pharmacy, Oriental university, Indore M.P
Formulation of oral disintegrating tablet containing Doxylamine succinate was done in which at primary stage we studied and work on the literature reviews of various research and review articles regarding oral disintegrating tablet and antiemetic drugs. Then in next step working on formulation so we studied various excipient and their action. After selection of excipients, preformulation study was performed in which drug identity, solubility and drug excipient interaction or compatibility was done. The different ratio of polymer and drug was putted in stability chamber for 30 days at 37°C temperature and 75% RH and observe the change in physical appearance and performed TLC for determination of retention factor. The oral disintegrating tablet was punched using rotatory punching machine and evaluation of tablet was done in which weight variation, thickness, hardness, friability, disintegration time, wetting time,in vitro dissolution and stability studies was performed. The medication of antiemetic as by oral disintegrating tablet formulation was provided for the prevention and treatment of nausea and vomiting. The bioavailability of Doxylamine succinate is enhanced was formulating oral disintegrating dosage form andhepatic metabolism was also avoided by choosing these formulation. One biggest problem that is dysphagia (difficulty in swallowing) was also overcome by this medication. The oral disintegrating tablet of Doxylamine succinate not only gives the rapid onset of action but also enhance the permeability through site of administration. So this type of medication is quite helpful for the patient and next generation.
Tablet: Tablet is a solid dosage forms each containing a unit dose of one or more medicaments with or without suitable excipients. Tablets may be swallowed whole or being chewed. Some are dissolved or dispersed in water before administration. Some are put in oral cavity, where the active ingredient is liberated at a predetermined rate. Implants or passeries may also be presented in form of tablet. Tablet may vary in shape and differ greatly in size and weight depending on the amount of medicinal substance and the intended mode of administration. Tablets are usually solid, right circular cylinders, the end surfaces of which are flat or convex and the edges of which may be beveled. They may exist in other shapes like triangular, rectangular, etc. They may have lines or break- marks and may bear a symbol or other markings. They are sufficiently hard to withstand handling without crumbling or breaking1.
Advantages of the Tablet dosages form
2. Material and Method:
Table No. 1 List of Material
|
S. No. |
Material used |
Manufacturer name |
|
01 |
DOXYLAMINE SUCCINATE |
MSN laboratories pvt. Ltd. |
|
2 |
Mannitol |
Lobachem Pvt. Ltd. |
|
3 |
Microcrystalline cellulose |
Lobachem Pvt. Ltd. |
|
4 |
Sodium starch glycolate |
Yarrowchem Pvt. Ltd. |
|
5 |
Povidone |
Maple biotech Pvt. Ltd. |
|
6 |
Saccharin sodium |
Lobachem Pvt. Ltd. |
|
7 |
Magnesium stearate |
Lobachem Pvt. Ltd. |
|
8 |
Sodium hydroxide |
Merck |
|
9 |
Talc |
Lobachem Pvt. Ltd. |
|
10 |
Potassium Dihydrogen Phosphate |
Merck |
PRE FORMULATION STUDIES
UV Spectroscopic study
Preparation of standard stock solution in distilled water
The standard solution containing the drug was prepared by dissolving 10 mg of DOXYLAMINE SUCCINATE was transferred into a 10 ml volumetric flask to which distilled water was added up to mark to produce 1000µg/ml53.
Preparation of stock solution in phosphate buffer (pH6.8)
The standard solution containing the drug was prepared by dissolving 10 mg of DOXYLAMINE SUCCINATE was transferred into a 10 ml volumetric flask to which phosphate buffer pH 6.8 was added up to the mark to produce 1000 µg/ml53.
Determination of λ max in distilled water and phosphate buffer (pH6.8)
By appropriate dilution of standard drug solution with distilled water and phosphate buffer, a solution containing10μg/ml and 5µg/ml of DOXYLAMINE SUCCINATE was scanned within the range of 400 – 200 nm against distilled water and phosphate buffer pH 6.8 for the determination of maximum absorption for the drug in both the solvent.
Preparation of calibration curve
From the above stock solution,1ml (1000µg/ml)of solution was transferred into 10 ml of volumetric flask to prepare 100 µg/ml working standard, from which aliquots of 0.2, 0.4, 0.6, 0.8 and 1.0 ml were transferred and volume was make up with distilled water into 10 ml volumetric flask to obtain the final concentration range of 2, 4, 6, 8 and 10 µg / ml. The solution was separately analyzed. Same procedure was followed for phosphate buffer pH 6.854.
Drug characterization
Determination of melting point
The capillary tube was taken and its one end was sealed by heating it. The sealed capillary tube was filled with DOXYLAMINE SUCCINATE up to 1cm high. The tube was placed in melting point apparatus with a thermometer. The change in the sample was noted on a gradual increase in the temperature. The temperature at which the drug started melting and gets completely melted was noted55.
Solubility determination
The shake – flask method is used to determine the solubility of DOXYLAMINE SUCCINATE in distilled water and phosphate buffer (pH6.8).The sample is which is in a Stopper flask or vial. The vials were sealed and stirred for 10 minutes. Then they were kept on an orbital flask shaker at 37oC for 24 hours. After solubilization of the drug, an extra amount of the drug was added to the vial. This process is repeated until saturation solubility of drugs indicated by the presence of an undissolved drug. Then the mixture is kept aside for 24 hours and centrifuged at 3000 rpm for 15 minutes. The supernatant was separated and diluted with the respective solvent. The concentration of the drug was analyzed at 260 nm and 264 nm using a UV- visible spectrophotometer55.
Drug – Excipients compatibility study: Preparation of TLC plate: Firstly silica gel-G slurry prepared by mixing silica gel- G with distilled water in mortar pestle and triturated continuously to make uniform slurry. The slurry was poured uniformly on glass slide and allowed to dry plate in hot air oven at 120 o C. Preparation of sample: The blend of drug with excipients in the ratio of 1:1was dissolved in water. A capillary tube was used to spot the sample on TLC plates. The diameter of each spot was limited to 0.3 cm. The compounds were spotted at 1 cm above from the bottom of the plate. Development of the solvent system: The solvent system was prepared using ethanol: water (1:1) was used as mobile phase. The 100ml of small beaker was used and the solvent system was poured in it. The glass beaker was lined with filter paper for prostration with the solvent system for15-30 minutes56.
Stationary Phase – Precoated silica gel – G Mobile Phase–ethanol: water (1:1)
Development of thin layer plate: The previously spotted plates kept in mobile phase. Plates were developed in an ascending manner. When the solvent reached to the mark the plate was removed and the wet plates were dried.
Detection of spot: The iodine chamber was prepared and TLC plate was placed in a chamber. Therefore the plate was removed from chamber and spots was observed and calculate Rf value.
Table. 2 Selection of excipients
|
S. No. |
Excipients |
Purpose |
|
1. |
Sodium Starch Glycolate |
Super disintegrants |
|
2. |
Cross povidone |
Super disintegrants |
|
3. |
Micro crystalline Cellulose |
Diluents |
|
4. |
Sodium Saccharine |
Artificial Sweetener |
|
5. |
Magnesium Stearate |
Lubricant |
|
6. |
Talc |
Binder |
FORMULATION OF O R A L DISINTEGRATING TABLET OF DOXYLAMINE SUCCINATE
The two factor three level design (32) was used for the formulation and optimization of orodispersible tablet of DOXILAMINE SUCCINATE and experimental trials are performed at all 9 possible formulations. In which the amount of sodium starch glycolate and cropovidone were selected as independent variables at three different level : low (-), medium (0), and high (+1) levels. The drug release and disintegration time used as a dependent variable (response).
Table No 3 formulation of oral disintegrating tablet of Doxilamine succinate
|
S. no. |
Ingredients |
F1 |
F2 |
F3 |
F4 |
F5 |
F6 |
F7 |
F8 |
F9 |
|
1. |
DOXYLAMINE SUCCINATE |
25 |
25 |
25 |
25 |
25 |
25 |
25 |
25 |
25 |
|
2. |
Sodium Starch Glycolate |
2 |
2 |
2 |
4 |
4 |
4 |
6 |
6 |
6 |
|
3. |
crospovidone |
2 |
4 |
6 |
2 |
4 |
6 |
2 |
4 |
6 |
|
4. |
Micro crystalline cellulose |
41 |
39 |
37 |
39 |
37 |
35 |
37 |
37 |
33 |
|
5. |
Sodium Saccharine |
5 |
5 |
5 |
5 |
5 |
5 |
5 |
5 |
5 |
|
6. |
Magnesium Stearate |
2.5 |
2.5 |
2.5 |
2.5 |
2.5 |
2.5 |
2.5 |
2.5 |
2.5 |
|
7. |
Talc |
2.5 |
2.5 |
2.5 |
2.5 |
2.5 |
2.5 |
2.5 |
2.5 |
2.5 |
|
|
Total(in mg) |
80 |
80 |
80 |
80 |
80 |
80 |
80 |
80 |
80 |
Preparation of DOXYLAMINE SUCCINATE Oral Disintegrating Tablet by Direct Compression Method
All ingredients were accurately weighed and passed through sieve no. 80 and collected in poly bags individually. Then DOXYLAMINE SUCCINATE drug was mixed with sodium starch glycolate, crosspovidone, microcrystalline cellulose, and sodium saccharine for specified time interval i.e. for 15 minutes. Then, magnesium stearate and talc was added. The compressed tablets were prepared by compressing the blend by rotary tablet compression machine (Aidmach) using 6mm round shaped dies and punches of B-toiling57.
EVALUATIONS PARAMETERS:
Pre-compression parameters
Bulk density:
Bulk density was determined by pouring a 10 gm of powder into a 100 ml measuring cylinder through funnel and measure the volume of powder58.
Bulk density = Mass of powder / Poured volume of powder
Tapped Density:
10 gm of powder was weigh and transferred into the measuring cylinder. The measuring cylinder was then kept on a mechanical tapper apparatus and tapping of 100 times was done. The volume was occupied by the powdered bed was noted58.
Tapped density = Mass of powder / Tapped volume of powder
Angle of repose:
The powder flow property was determined by using the angle of repose. The height of the funnel was adjusted to 4cm above the working slab. The accurately weighed powdered blends were poured through the funnel until pile of powder touches the pipe of the funnel and the height of the powder and the diameter of the powder was noted and calculated. The powder flow property was determined by using angle of repose58.
tanθ=h/r
Where,
θ = angle of repose h = height
r = radius
Carr’s index: The Carr’s index was an indication of compressibility of a powder and calculated using the formula given below59.
Carr’s = bulk volume –tapped volume/bulk volume x 100
Hausner’s ratio:
It is found that the ratio of tapped density and bulk density. A value greater than 1.5 indicates poor flow, between 1.25 and 1.5 added glidant to improve flow and value less than1.25 indicated good flow59.
Hausner’s ratio =Tapped density / bulk density
EVALUATION OF PREPARED TABLET
Weight variation
20 tablets were selected randomly and weighed. The average weight was calculated. Not more than two of the individual weights should deviate from the average weight by more than percentage shown in the table and none deviates by more than twice that percentage. In for more than two tablets deviate from the range, retest 20 tablets were done and not more than 2 tablets should deviate from 40 tablets60.
Thickness
Tablet thickness was determined using Vernier caliper. The tablet was placed laterally between the jaws of Vernier caliper. Jaws were adjusted to just touch object to be measured. The reading was noted61.
Hardness
The tablet was placed on the holder. The “0” on Monsanto tester scale was set. The tablet was pressed. The range of Monsanto hardness tester was “0 to20” kg. The pressure was applied till the tablet breaks. The reading was noted62.
Friability
The tablets were weighed before placing in friability apparatus. 10 tablets were placed in the friability test apparatus. Switch was “ON” the mains. Tablets were taken out after 100 revolutions has completed. Re weighed the tablets after deducting62.
Wetting time
The tablet was placed at the center of two layers of absorbent paper fitted into a petri-dish. After the paper was thoroughly wetted with distilled water excess water was completely drained out of the dish. The time required for the water to diffuse from the wetted absorbent paper throughout the entire tablet was then recorded using a stop watch63
Water absorption ratio
A piece of tissue paper folded twice was placed in a small Petri dish containing 6 ml of water. A tablet was put on the tissue paper and allowed to completely wet. The wetted tablets were reweighed. Water absorption ration, R was determined using following equation64.
R=100×Wa-Wb/Wa
Where,
Wa = Weight of tablet after water absorption
Wb = Weight of tablet before water absorption
Disintegration Time
One tablet was introduced into each tube and added a disc to each tube. The assembly was suspended in the beaker containing purified water. The apparatus was operated until the tablet completely disintegrates. The time taken was noted for the complete disintegration of the tablet without any remitants. The assembly was removed from water6
3. Result and Discussion
Pre formulation studies
Drug characterization
Melting point: Melting point of Doxylamine Succinate was determined by capillary method. The melting point of Doxylamine Succinate was found to be 103?C which was similar as reported [66].
Table. 4 Melting Point of Doxylamine Succinate
|
Drug |
Observed |
Reference |
|
Doxylamine Succinate |
1020 C- 1050 C |
102-107°C |
Determination of wave length using UV spectrophotometric analysis:
The maximum wavelength of Doxylamine Succinate was found to be 260 nm. This was found to be similar as required wavelength [66]. The UV spectrum of Doxylamine Succinate drug is shown in the figure 7.2.
Figure 1: Spectrum of Doxylamine Succinate by UV Spectroscopy
Preparation of calibration curves:
The calibration curves of Doxylamine Succinate in various solvents e.g. Distilled water, phosphate buffer pH 6.8 were prepared and shown below [67]:
Table 5: Absorbance data of Doxylamine Succinate in distilled water for preparation of
|
S.no. |
Concentration
(µg/ml) |
Absorbance (mean ± standard deviation )
(n=3) |
|
1 |
2 |
0.187 |
|
2 |
4 |
0.294 |
|
3 |
6 |
0.441 |
|
4 |
8 |
0.637 |
|
5 |
10 |
0.828 |
Figure 2: Calibration curve of Doxylamine Succinate in phosphate buffer pH 6.8
Determination of solubility of Doxylamine Succinate in various medium:
The solubility of Doxylamine Succinate in various mediums was studied and the results of study were shown in below table:
Table- 6: Solubility data of Doxylamine Succinate in different mediums
|
S.NO. |
Solvent |
Solubility(mg/ml) Mean±SD |
|
1 |
Distilled water |
0.527 µg/ml |
|
2 |
Phosphate buffer (pH)6.8 |
0.328 µg/ml |
The above solubility data have satisfactory results [68].
Drug- excipient interaction study:
The drug (Doxylamine Succinate) was found to be compatible with various excipients which were selected for formulation of oral disintegrating tablet. The compatibility was assessed by TLC and the retention factors of all ratios found similar [69].
Table 7: Data of drug-excipient interaction study
|
S.NO. |
Drug/ drug + Excipient Ratio (1:1) |
Present Day (Rf) |
After 8 Days (Rf) |
Inference |
|
1. |
Drug (Doxylamine Succinate) |
0.75 |
0.72 |
Minor Change |
|
2. |
Drug + Mannitol |
0.78 |
0.71 |
Minor Change |
|
3. |
Drug + Talc |
0.72 |
0.70 |
Minor Change |
|
4. |
Drug+ Magnesium stearate |
0.70 |
0.68 |
Minor Change |
|
5. |
Drug + cross povidone |
0.76 |
0.72 |
Minor Change |
|
6. |
Drug + Sodium saccharine |
0.72 |
0.70 |
Minor Change |
|
7. |
Drug + Sodium starch glycolate |
0.76 |
0.72 |
Minor Change |
|
8. |
Drug+ Microcrystalline cellulose |
0.73 |
0.72 |
Minor Change |
Formulation and Development
Pre Compression Characterization:
Bulk density, Tapped density, Carr’s index, Hausner’s ratio, Angle of repose
The bulk density, tapped density, Carr’s index, Hausner’s ratio and angle of repose of drug excipient mixture were performed and shown in table 7.7. All the results show that mixture possess a good flow property [70].
Table 8: Pre Compression Characterization:
|
Characterization |
F1 |
F2 |
F3 |
F4 |
F5 |
F6 |
F7 |
F8 |
F9 |
|
Bulk density (g/cm3) |
0.100 |
0.100 |
0.95 |
0.100 |
0.095 |
0.100 |
0.105 |
0.100 |
0.100 |
|
Tapped density (g/cm3) |
0.117 |
0.125 |
0.117 |
0.111 |
0.117 |
0.125 |
0.117 |
0.111 |
0.117 |
|
Carr’s index |
14.25 |
20.00 |
18.80 |
9.90 |
18.80 |
20.00 |
10.25 |
9.90 |
14.52 |
|
Hausner’s ratio |
0.17 |
1.25 |
1.23 |
1.11 |
1.23 |
1.25 |
1.11 |
1.11 |
1.17 |
|
Angle of repose (Degree) |
27.92 |
26.56 |
28.36 |
27.92 |
26.10 |
28.81 |
27.02 |
27.02 |
29.68 |
Determination of Physicochemical Properties of Oral Disintegrating Tablet
The various physicochemical properties were evaluated like thickness, hardness, weight variation, friability, drug content, disintegration time, wetting time and the results of the study were shown in below table:
Table 9 Absorbance data of Doxylamine Succinate in distilled water for preparation of calibration curve at 260 nm
|
S.no. |
Concentration
(µg/ml) |
Absorbance (mean ± standard deviation )
(n=3) |
|
1 |
2 |
0.187 |
|
2 |
4 |
0.294 |
|
3 |
6 |
0.441 |
|
4 |
8 |
0.637 |
|
5 |
10 |
0.828 |
Figure 3: Calibration curve of Doxylamine Succinate in phosphate buffer pH 6.8
Determination of solubility of Doxylamine Succinate in various medium:
The solubility of Doxylamine Succinate in various mediums was studied and the results of study were shown in below table:
Table 10 Hardness, Thickness, Percentage Friability and Average weight of Batch F1-F9
|
Batch |
Hardness (Kg/cm2) ±SD |
Thickness (mm)±SD |
Percentage Friability(%) ± SD |
Average Weight(mg)±SD |
|
F1 |
2.833±0.057 |
3.9±0.199 |
0.853±0.0057 |
73.3±2.081 |
|
F2 |
2.9±0.00 |
3.73±0.057 |
0.776±0.0152 |
72.8±0.577 |
|
F3 |
2.76±0.057 |
3.83±0.115 |
0.823±0.0115 |
73.6±1.527 |
|
F4 |
2.86±0.115 |
3.76±0.115 |
0.846±0.0057 |
74.2±2.081 |
|
F5 |
3.16±0.057 |
3.93±0.115 |
0.783±0.0115 |
73.4±1.154 |
|
F6 |
2.833±0.057 |
3.7±0.099 |
0.580±0.010 |
72.4±3.00 |
|
F7 |
3.03±0.057 |
3.96±0.152 |
0.686±0.0057 |
73.5±0.577 |
|
F8 |
2.86±0.057 |
3.93±0.0.57 |
0.826±0.0251 |
72.6±1.527 |
|
F9 |
3.16±0.057 |
4.03±0.057 |
0.686±0.0057 |
74.5±0.577 |
Table 11 Disintegration Time, Drug Content Uniformity, Water Absorption Ratio and Wetting Time of Batch F1-F9
|
Batch |
Drug Content Uniformity |
Wetting Time (seconds) |
Water Absorption ratio |
Disintegration Time (Seconds) |
|
F1 |
93.33±2.516 |
24.33±4.041 |
51±2.645 |
106±6.92 |
|
F2 |
89.66±0.5773 |
22±3.605 |
49.33±0.577 |
56.66±3.214 |
|
F3 |
93.66±3.785 |
22.33±1.527 |
44.66±4.163 |
69.66±1.527 |
|
F4 |
96±3.6055 |
26±4.582 |
42±3 |
65±3 |
|
F5 |
98.33±0.5773 |
18.66±0.577 |
40±1 |
53.66±2.309 |
|
F6 |
95±2.645 |
22.33±2.516 |
42.33±2.309 |
53±3.605 |
|
F7 |
98.33±0.5773 |
18.66±1.527 |
35±3.605 |
54.33±4.041 |
|
F8 |
93.66±4.041 |
22±2.645 |
36.66±2.516 |
53±4.582 |
|
F9 |
98.66±0.577 |
17.66±0.577 |
32.66±0.577 |
48.33±0.577 |
In-vitro drug release study for Oral Disintegrating tablet:
The percentage drug release from formulations F1 to F9 was found to be more than 90 % drug within 30 minutes. Based on below results, formulation F9 was selected as best formulation.
Table 12 Percentage drug release data of F1 to F9 formulation of Oral Disintegrating tablets
|
S. No. |
Time(in min) |
F1 |
F2 |
F3 |
F4 |
F5 |
F6 |
F7 |
F8 |
F9 |
|
1. |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
2. |
5 |
44.21 |
43.02 |
59.6 |
60 |
76.57 |
63.94 |
72.23 |
61.57 |
77.76 |
|
3. |
10 |
82.5 |
72.23 |
69.07 |
81.71 |
79.73 |
71.05 |
76.57 |
67.89 |
84.86 |
|
4. |
15 |
85.26 |
82.89 |
82.5 |
83.28 |
85.26 |
76.18 |
78.55 |
81.71 |
89.6 |
|
5. |
20 |
86.84 |
88.81 |
84.86 |
90.39 |
88.42 |
83.68 |
91.18 |
90 |
91.18 |
|
6. |
25 |
93.15 |
90.39 |
86.44 |
92.76 |
90 |
88.81 |
94.34 |
92.76 |
94.34 |
|
7. |
30 |
94.73 |
93.55 |
94.34 |
93.15 |
97.1 |
91.97 |
96.71 |
93.94 |
97.5 |
Figure 4 Percentage drug release data of F1 to F9 formulation of Oral Disintegrating tablets
Stability study for Oral Disintegrating tablet
The stability studies of prepared tablets were performed after 1 month and 2 month and found satisfactory results.
Table 13: Stability study for Oral Disintegrating tablet
|
S.no. |
Parameter |
Initial Day |
After 1 Month |
After 2 Month |
|
1. |
Average weight |
80 mg |
80 mg |
80 mg |
|
2. |
Hardness |
3.18 kg/cm2 |
3.16 kg/cm2 |
3.10 kg/cm2 |
|
3. |
Drug content |
99.8 % |
98.6% |
98.6% |
|
4. |
Wetting time |
16 second |
17 seconds |
17 seconds |
|
5. |
Water absorption ratio |
30.2 |
32.6 |
32.6 |
|
6. |
Disintegration |
46 seconds |
48 seconds |
48 seconds |
4. SUMMARY AND CONCLUSION
SUMMARY
DOXYLAMINE SUCCINATE an antihistaminic drug commonly used in nausea and vomiting, bioavailability of DOXYLAMINE SUCCINATE short i.e. 24% and shows hepatic first pass metabolism the objective of present research is to formulate DOXYLAMINE SUCCINATE fast dissolving tablet for fast action.
The main aim of current research is to formulate a Fast dissolving tablet of antihistaminic drug DOXYLAMINE SUCCINATE to overcome the following drawback by formulation of fast dissolving tablet of antihistaminic drug of DOXYLAMINE SUCCINATE.
• For rapid onset of action
• For patient compliance
• For better absorption
The preformulation study of DOXYLAMINE SUCCINATE was conducted and λmax was found at 260 nm. Melting point was found at 103 0C. This shows that drug is pure. The standard curve of DOXYLAMINE SUCCINATE was prepared in phosphate buffer pH 6.8 (λmax 260 nm) and r2 value was obtained 0.999, which are shows the linearity of absorbance and follows beer’s lambert law. The different ratio of polymer and drug was putted in stability chamber for 30 days at 37°C temperature and 75% RH and observe the change in physical appearance and performed TLC for determination of retention factor.
The direct compression method was used to formulate and evaluate oral disintegrating tablet of DOXYLAMINE SUCCINATE. The two factor three level design (32) was used for theformulation and optimization of orodispersible tablet of DOXYLAMINE SUCCINATE and experimental trials are performed at all 9 possible formulations. In which the amount of sodium starch glycolate and cropovidone were selected as independent variables at three different level : low (-), medium (0), and high (+1) levels. The drug release and disintegration time used as a dependent variable (response).
Various formulations of oral disintegrating tablet of DOXYLAMINE SUCCINATE. F1, F2,F3, F4, F5, F6, F7,F8 & F9 was prepared. The prepared granules was evaluated for different parameters like Bulk density, Tapped density, Angle of repose, Carr’s index, Hausner’s ratio. which shows the excellent flow properties of formulation
REFERENCE
Ankit Lodhi*, Sudha Vengurlekar, Sachin Kumar Jain, Formulation and Evaluation of Oral Disintegrating Tablet of Doxylamine Succinate, Int. J. Sci. R. Tech., 2026, 3 (2), 241-251. https://doi.org/10.5281/zenodo.18806702
10.5281/zenodo.18806702