SSS’s Divine College of Pharmacy, Nampur Road, Satana, Nashik, Maharashtra, India 423301.
In recent years, there has been increasing interest in developing drug delivery systems that enhance both therapeutic efficacy and patient adherence. Among these, chocolate-based platforms have emerged as an innovative and palatable alternative, particularly beneficial for pediatric and geriatric populations. Owing to its composition typically containing 30–35% cocoa butter, bioactive polyphenols, and alkaloids such as theobromine chocolate offers several pharmaceutical advantages, including effective taste masking, potential for controlled release, and inherent antioxidant activity. This review examines the pharmaceutical potential of chocolate by analyzing its physicochemical properties, compatibility with diverse active pharmaceutical ingredients (APIs), and applicability in patient-centric dosage forms. It also outlines formulation approaches, bioavailability considerations, and key regulatory challenges. Additionally, the scope of chocolate as a carrier for nutraceuticals, functional foods, and personalized therapies is discussed. While these systems hold significant promise in modern pharmaceutics, issues related to thermal stability, excipient interactions, and quality standardization require resolution to ensure safe, effective, and scalable applications.
The development of patient-friendly drug delivery systems has become a central focus in pharmaceutical research, especially for populations such as children and the elderly who often face difficulties with conventional dosage forms. In this context, the use of food-based carriers has garnered significant attention, with chocolate emerging as a particularly promising medium. Known for its rich sensory appeal, safety profile, and widespread acceptance, chocolate offers a novel platform for the oral delivery of various therapeutic agents.
Chocolate’s unique composition, which includes fats, sugars, polyphenols, and bioactive compounds like theobromine, not only makes it a palatable option but also contributes to drug stability and controlled release properties. Its thermosensitive nature enables potential use in melt-based formulations, while its pleasant taste effectively masks the bitterness of many active pharmaceutical ingredients (APIs). Additionally, the antioxidant and mood-enhancing properties of cocoa further support its value in health-focused applications.[1]
Although traditionally enjoyed as a confectionery item, chocolate is increasingly being explored as a functional matrix in the design of pharmaceutical and nutraceutical products. This innovative approach aims to improve medication adherence, enhance the therapeutic experience, and open new avenues in personalized medicine. However, its application in drug delivery is not without challenges, particularly in terms of stability, standardization, and regulatory classification [2]
Rationale for using chocolate as a delivery matrix
Conventional drug delivery systems often face challenges related to patient compliance, particularly among children, the elderly, and individuals with swallowing difficulties. Unpleasant taste, large tablet size, or frequent dosing can significantly reduce adherence to therapy. In this context, chocolate offers an innovative and patient-friendly alternative that combines therapeutic delivery with sensory appeal [3]. Widely accepted for its taste and texture, chocolate can effectively mask the bitterness of many drugs, enhancing palatability. Its lipid-rich composition serves as a suitable matrix for incorporating both water-soluble and fat-soluble drugs, while its thermosensitive nature allows for gentle, melt-based formulation methods that avoid high-temperature processing. Moreover, chocolate naturally contains bioactive compounds such as flavonoids and theobromine, which have demonstrated antioxidant and cardioprotective effects. These intrinsic health benefits may complement the pharmacological action of the incorporated drug, offering added value. The psychological comfort and familiarity associated with chocolate can also improve acceptance and adherence to treatment. With its Generally Recognized as Safe (GRAS) status and compatibility with regulatory frameworks, chocolate presents a promising matrix for developing palatable, effective, and innovative drug delivery systems particularly in the areas of pediatric medicine, geriatrics, and functional therapeutics [4].
Chocolate is not just a popular confectionery but a complex matrix with significant pharmaceutical potential. Its unique physical, chemical, and sensory properties make it an attractive medium for drug delivery, especially in oral formulations. Understanding the types and composition of chocolate is essential to explore its functionality as a drug carrier.
Types of chocolate
Chocolate can be broadly classified into three main types dark, milk, and white each differing in composition, taste, and pharmaceutical utility.
Figure 1: Types of chocolate
Dark Chocolate:
Dark chocolate contains a high percentage of cocoa solids and cocoa butter, with little to no milk content. It is rich in flavonoids, polyphenols, and theobromine, contributing to its strong antioxidant profile and bitter taste. From a pharmaceutical perspective, its high cocoa content offers potential health benefits and allows incorporation of lipophilic drugs due to the presence of cocoa butter. However, its bitterness may require additional taste-masking when used in pediatric formulations [5].
Milk chocolate contains cocoa solids, cocoa butter, milk powder or condensed milk, and a higher proportion of sugar. It has a creamier texture and sweeter taste, making it ideal for pediatric and geriatric drug delivery. The milk content provides additional emulsifying properties, which may influence drug dispersion and release. Its pleasant flavor makes it particularly suitable for taste-sensitive drugs [6].
Unlike dark or milk chocolate, white chocolate does not contain cocoa solids. It is made primarily from cocoa butter, milk solids, and sugar. While it lacks the antioxidant benefits of dark chocolate, its mild flavor and smooth texture make it an excellent base for formulating palatable dosage forms. The absence of cocoa solids also reduces the risk of certain drug-polyphenol interactions, offering better chemical compatibility for some active ingredients [7].
Each type of chocolate offers unique properties that can be tailored to specific formulation needs whether it’s enhancing drug stability, improving taste, or targeting specific patient groups. The choice of chocolate type depends on the nature of the drug, target population, and desired therapeutic outcome [8].
Chemical composition
Chocolate is a complex and rich mixture of biologically active and functional compounds that not only define its taste and texture but also contribute to its potential as a drug delivery vehicle. Its composition varies depending on the type of chocolate and the manufacturing process, but the key components remain largely consistent across different forms.
a. Cocoa Butter (Fats)
Cocoa butter, the primary fat in chocolate, makes up approximately 28–35% of its content. It consists mainly of triglycerides, including stearic, oleic, and palmitic acids. This fat matrix plays a crucial role in drug solubilization, controlled release, and enhancing the bioavailability of lipophilic drugs. Its melting point (around 34–36°C) is close to body temperature, making it ideal for melt-in-mouth formulations and thermosensitive drug delivery [9].
b. Cocoa Solids
These are the non-fat components of cocoa beans and include polyphenols, flavonoids, alkaloids (such as theobromine and caffeine), and some minerals. These compounds have strong antioxidant properties and may offer synergistic health benefits. In drug formulations, the polyphenols can potentially interact with active ingredients, which may either enhance or interfere with drug stability or absorption [10].
c. Sugars
Sugars like sucrose and glucose are added during chocolate processing to provide sweetness and improve palatability. They also contribute to the mouthfeel and texture. While helpful in masking the bitter taste of drugs, excessive sugar can be a limitation for diabetic patients or those requiring sugar-free formulations, prompting interest in low-glycemic alternatives.
d. Milk Solids
Present in milk and white chocolate, milk solids include proteins (like casein), lactose, and minerals. They influence the emulsifying properties of the chocolate and can improve the uniform dispersion of drugs. Proteins in milk may also form complexes with some drugs, affecting their release or absorption.
e. Emulsifiers
Common emulsifiers like lecithin (often derived from soy) are used to stabilize the chocolate mixture and improve viscosity. These agents can aid in uniform drug distribution and enhance the texture of the final formulation.
f. Alkaloids: Theobromine and Caffeine
Theobromine is a mild stimulant and vasodilator naturally present in cocoa. Though less potent than caffeine, it contributes to the therapeutic profile of chocolate. Both compounds may exert pharmacological effects, particularly in formulations targeting cognitive health, alertness, or cardiovascular function [11].
g. Minerals and Micronutrients
Chocolate naturally contains magnesium, iron, potassium, and zinc, which may support its use in nutraceuticals or functional food-based drug delivery systems. However, the levels vary with processing and cocoa content.
Melting behavior and bioadhesive properties
The physical characteristics of chocolate, particularly its melting behavior and bioadhesiveness, play a critical role in its suitability as a drug delivery matrix. These properties influence how the formulation behaves in the body, particularly in the oral cavity and gastrointestinal tract, and can be tailored to enhance therapeutic efficacy and patient experience. Chocolate exhibits a distinct and desirable thermos responsive melting profile, which is mainly governed by the triglyceride composition of cocoa butter. Cocoa butter contains a balanced mix of saturated and unsaturated fatty acids that gives it a melting point range of approximately 30–36°C, closely aligned with human body temperature [12].
This unique characteristic allows chocolate-based formulations to:
This melt-in-mouth property also opens the possibility for orally disintegrating dosage forms, which can be particularly advantageous for pediatric, geriatric, or dysphagic patients who have difficulty swallowing tablets or capsules.
Although chocolate is not traditionally considered a bioadhesive material, its semi-solid, lipid-rich nature can exhibit mild mucoadhesive behavior, especially when formulated with certain excipients or polymers. Upon melting, the chocolate matrix may adhere temporarily to mucosal surfaces in the oral cavity, allowing localized drug delivery or buccal absorption for drugs with poor gastrointestinal stability [13].
GRAS status and safety profile
Chocolate and its primary constituent’s cocoa powder and cocoa butter are classified as Generally Recognized as Safe (GRAS) by the U.S. FDA when used appropriately in food and pharmaceutical applications [14]. This designation supports its use as an excipient in oral drug formulations, particularly those targeting pediatric and geriatric populations. Cocoa butter (21 CFR § 184.1230) and other chocolate ingredients are well tolerated, with a long history of safe human consumption. However, some considerations apply:
Chocolate, derived from cocoa beans (Theobroma cacao), has been valued not only as a food but also for its medicinal properties for centuries. Ancient civilizations recognized cocoa as a powerful botanical, incorporating it into healing rituals, tonics, and traditional remedies long before it became a global commodity [17].
The term Theobroma means “food of the gods,” reflecting cocoa's revered status in ancient Mesoamerican cultures. The Aztecs and Mayans were among the first to consume cocoa as a bitter beverage, often mixed with spices or herbs, not as a sweet treat but as a therapeutic elixir. It was believed to invigorate the body, improve stamina, and even enhance mood and spiritual connection [18]. Cocoa held significant ethnopharmacological importance, used in ceremonies and healing rituals. It was considered sacred and was often reserved for nobility, warriors, and healers. Cocoa’s stimulant effects, likely due to its theobromine and caffeine content, contributed to its use in preparations aimed at boosting energy and alertness. Traditionally, cocoa has been used in indigenous medicine to treat ailments such as fatigue, digestive issues, heart problems, and skin conditions due to its stimulant and healing properties [19, 20].
Chocolate offers several functional and therapeutic advantages that make it an attractive carrier for oral drug delivery, especially for patient-centric formulations.
The formulation of chocolate-based drug delivery systems involves careful selection of ingredients and techniques to ensure uniform drug dispersion, stability, and palatability. The method of drug incorporation largely depends on the physicochemical properties of the active pharmaceutical ingredient (API) and the desired release profile. Below are common methods used to incorporate drugs into chocolate matrices:
Method of Preparation of chocolate
1. Preparation of the Chocolate Base
The process begins with the preparation of a sugar syrup by heating pharmaceutical-grade sugar and water in a beaker at 50 °C for approximately 4–5 minutes using a heating mantle. Separately, cocoa butter is melted in another beaker for around 2 minutes. The prepared sugar syrup and cocoa powder are then added to the melted cocoa butter and mixed thoroughly. The resulting mixture is allowed to cool until it reaches a semi-solid consistency, at which point a suitable flavouring agent is incorporated.
2. Chocolate Formulation
The prepared chocolate base is reheated in an oven maintained at 50 °C until it becomes a smooth, free-flowing liquid. The required amount of the active pharmaceutical ingredient (API) is then incorporated into the molten base. Uniform distribution of the API is achieved by magnetic stirring for about 10 minutes. The mixture is then poured into polycarbonate moulds and cooled for approximately 15 minutes to solidify [28].
Figure 2: Method of Preparation of chocolate
Selection of excipients compatible with chocolate
Selecting appropriate excipients is crucial to ensure the stability, compatibility, taste, texture, and release behavior of chocolate-based drug delivery systems. These excipients must blend well with chocolate’s natural matrix without compromising its sensory or structural qualities [29].
Table 1: Key Excipients Compatible with Chocolate
|
Excipient Type |
Examples |
Role in Chocolate formulation |
|
Sweeteners |
Sucrose, xylitol, mannitol, stevia |
Enhance taste; useful in sugar-free or diabetic formulations |
|
Emulsifiers |
Soy lecithin, sunflower lecithin |
Improve texture and ensure uniform drug dispersion |
|
Binding Agents |
Gelatin, pectin, starch |
Bind drug particles within the chocolate matrix |
|
Flavoring Agents |
Vanilla, mint, fruit extracts |
Mask drug bitterness and enhance overall palatability |
|
Plasticizers / Texture Modifiers |
Glycerol, sorbitol |
Improve mouthfeel; prevent brittleness in soft formulations |
|
Preservatives |
Potassium sorbate, sodium benzoate |
Extend shelf-life, especially for moisture-sensitive formulations |
|
Colorants |
Beetroot powder, turmeric, cocoa extracts |
Improve visual appeal while maintaining natural look |
|
Polymers for Modified Release |
Eudragit®, ethylcellulose |
Enable sustained or controlled release of the drug |
Chocolate, with its appealing taste and versatile texture, serves as an excellent vehicle for delivering drugs to patient groups that often face difficulty with traditional pharmaceutical forms. Its sensory qualities and ease of administration make it particularly suitable for children, elderly individuals, patients with cognitive or sensory challenges, and even health-conscious consumers seeking functional foods.
Pediatric Population
Children are among the most difficult groups to treat when it comes to oral medications due to their natural aversion to bitter tastes and their inability to swallow tablets or capsules easily. Chocolate-based formulations help overcome these challenges by offering a familiar, enjoyable taste and melt-in-the-mouth convenience. Unlike syrups, which may still have lingering medicinal flavors, chocolate masks unpleasant tastes more effectively and allows for creative forms like bars, molded shapes, or chewable bites. This not only improves adherence but also turns medicine time into a more positive experience for young patients.
Geriatric Population
Older adults frequently experience swallowing difficulties (dysphagia), decreased appetite, and altered taste perception, all of which can compromise medication adherence. Chocolate-based drug delivery offers a solution by providing soft, easily meltable dosage forms that do not require water for ingestion. In addition to improving compliance, chocolate can serve a dual purpose by offering nutritional support thanks to its energy content and antioxidant profile making it a practical choice for elderly patients who may also be dealing with malnutrition or chronic conditions requiring multiple medications [30].
Psychiatric and Special Needs Patients
Patients with cognitive impairments, autism spectrum disorders, or psychiatric conditions often resist traditional medication due to sensory sensitivities, fear, or confusion. In such cases, the conventional look and feel of a tablet or syrup can trigger refusal or distress. Chocolate-based formulations offer a more approachable alternative that doesn't resemble typical medication. Its comforting flavor and texture may also promote cooperation, while compounds naturally found in chocolate such as theobromine and phenylethylamine may provide mood-enhancing effects that complement pharmacological treatment [31].
Nutraceutical and Wellness Consumers
In the growing market of nutraceuticals and functional foods, chocolate has emerged as a preferred carrier for supplements and health-enhancing agents. It can be used to deliver vitamins, minerals, herbal extracts, antioxidants, and probiotics in a format that consumers enjoy and are more likely to use regularly. These chocolate-based products blur the line between medicine and food, appealing to health-conscious individuals who value both taste and therapeutic benefit in their daily regimen.
Chocolate-based drug delivery systems have been successfully explored for a variety of therapeutic agents, especially those intended for oral administration in pediatric, geriatric, or nutraceutical-focused populations. The high acceptability and compatibility of chocolate with both hydrophilic and lipophilic drugs make it a versatile platform for delivering several categories of actives [32].
Table 2: Types of Drugs Delivered via Chocolate System
|
Drug/Formulation |
Purpose |
Form |
Remarks |
|
Paracetamol in chocolate base |
Antipyretic/Analgesic |
Chocolate bar/dose block |
Enhanced compliance in pediatric patients |
|
Probiotic-enriched dark chocolate |
Gut health |
Chocolate-coated capsules/tablets |
Protects bacteria in GI tract |
|
Iron and folic acid fortified chocolate |
Anemia management |
Nutraceutical bar |
Tolerable alternative to iron tablets |
|
Melatonin-infused chocolate |
Sleep aid |
Bite-sized chocolate pieces |
Used in sleep-support products |
|
Herbal chocolate with ashwagandha |
Stress and immune support |
Functional chocolate bar |
Natural adaptogen delivery |
The pharmacokinetics and bioavailability of drugs delivered through chocolate-based systems are influenced by the physicochemical properties of chocolate, particularly its fat and sugar content [33]. These components not only affect the release profile of the embedded drug but also modulate its absorption and systemic availability.
Effect of Fat Content
Chocolate, especially dark and milk varieties, contains a high proportion of cocoa butter, a lipid-rich matrix that can slow down drug diffusion. This fat content can:
Effect of Sugar Content
The sugar present in chocolate:
In Vitro and In Vivo Studies
Several studies have assessed drug release and absorption from chocolate-based matrices:
Table 3: Impact of Pharmacokinetics.
|
Factor |
Impact on Pharmacokinetics |
|
High lipid content |
Enhances absorption of lipophilic drugs; slows release |
|
Sugar concentration |
Affects dissolution and mouthfeel; improves compliance |
|
Melting point (~34°C) |
Enables melt-in-mouth action; affects disintegration rate |
|
Matrix viscosity |
Influences drug dispersion and release kinetics |
|
Interaction with enzymes |
May modulate metabolism or degradation of sensitive actives |
Despite its growing appeal as a novel and palatable delivery system, using chocolate as a pharmaceutical matrix presents several challenges and limitations that must be carefully addressed for successful formulation and regulatory acceptance.
a. Heat Sensitivity and Stability Issues
Chocolate is inherently thermolabile, meaning it melts at relatively low temperatures (around 30–34°C). While this property is useful for melt-in-mouth formulations, it poses significant stability concerns during manufacturing, packaging, transportation, and storage—particularly in warmer climates. Special temperature-controlled conditions or refrigeration may be necessary, increasing overall cost and logistical complexity [35].
b. Limited Drug Compatibility
The lipophilic (fat-loving) nature of chocolate restricts its compatibility with certain drugs, especially hydrophilic or highly unstable compounds. In addition, certain active pharmaceutical ingredients (APIs) may interact with chocolate components, altering drug stability, release profiles, or sensory properties. Finding excipients and surfactants that can bridge these solubility gaps can be difficult.
c. Dose Uniformity and Drug Loading Capacity
Ensuring uniform drug distribution within the chocolate matrix can be challenging, particularly for low-dose or highly potent drugs. The viscous nature of melted chocolate and its solidifying behavior may cause sedimentation or uneven dispersion during processing. Moreover, there's a limit to how much drug can be incorporated without adversely affecting texture, taste, or appearance.
d. Regulatory and Quality Control Complexities
Chocolate-based formulations occupy a gray area between food and pharmaceutical products, which complicates their classification and regulatory pathway. While chocolate is GRAS (Generally Recognized as Safe), its use in a drug delivery context demands stringent quality control, validation of drug content, uniformity, and stability, just like conventional dosage forms. Gaining approval from agencies like the FDA or EMA may require extensive supporting data.
e. Allergenicity and Dietary Restrictions
Chocolate, especially when derived from milk or processed with additives like soy lecithin or nuts, can be allergenic. This poses a risk to sensitive populations. Additionally, its high sugar and fat content may not be suitable for diabetic, obese, or cardiovascular patients unless specialized sugar-free or low-fat variants are formulated, which could affect drug release and stability.
f. Cost and Scalability
High-quality pharmaceutical-grade chocolate and precision manufacturing equipment can drive up production costs. Scaling up such formulations for mass production requires specialized knowledge of both confectionery and pharmaceutical technologies, which may not be readily available in all manufacturing environments.
Table 4: Quality Control and Evaluation Parameter
|
Parameter |
Description |
|
Melting Point |
Assesses thermal behavior to ensure stability during storage and melting at body temperature. |
|
Texture and Appearance |
Evaluates smoothness, color uniformity, and absence of bloom for aesthetic and sensory quality. |
|
Uniformity |
Ensures even distribution of drug throughout the matrix for consistent dosing. |
|
Drug Content Analysis |
Quantifies the active pharmaceutical ingredient per dose using validated methods. |
|
In Vitro Release Studies |
Analyzes drug release profile under simulated physiological conditions. |
|
Palatability Testing |
Assesses taste, mouthfeel, and acceptability using sensory evaluation methods. |
|
Microbial Load Testing |
Checks for microbial contamination to meet pharmacopeial standards. |
|
Stability and Shelf-Life Evaluation |
Assesses product stability under ICH conditions to determine shelf-life. |
The development and commercialization of chocolate-based drug delivery systems involve navigating complex regulatory and ethical landscapes. Since these systems sit at the intersection of food and pharmaceutical formulations, clarity in classification and compliance with national and international guidelines is essential to ensure both product safety and legal acceptability.
Regulatory Classification: Food vs. Drug Delivery System
One of the primary regulatory challenges is determining whether a chocolate-based formulation should be classified as a food, dietary supplement, or pharmaceutical product. This classification significantly influences the regulatory pathway, labeling, marketing, and approval process. If the formulation primarily serves a nutritional role and contains approved food-grade ingredients, it may be regulated as a functional food or nutraceutical. However, if it includes an active pharmaceutical ingredient (API) intended to diagnose, treat, or prevent disease, it must be regulated as a drug product. Misclassification can lead to compliance issues, delayed approvals, or product recalls [36].
Guidelines from FDA, EMA, FSSAI, and Other Authorities
Different regulatory bodies provide varying levels of guidance on such hybrid systems:
FDA (U.S. Food and Drug Administration): In the U.S., chocolate-based formulations with APIs are generally classified under the category of oral solid dosage forms and must comply with the FDA's regulations for pharmaceutical products, including cGMP, clinical evaluation, and safety data submission. For food supplements, the product must adhere to DSHEA (Dietary Supplement Health and Education Act) guidelines [37].
EMA (European Medicines Agency): The EMA considers such formulations under the purview of medicinal products if they exhibit pharmacological effects. Their focus lies in evaluating the therapeutic claim, drug release behavior, and patient safety.
FSSAI (Food Safety and Standards Authority of India): In India, FSSAI regulates chocolate when used purely as food or nutraceuticals, while the Central Drugs Standard Control Organization (CDSCO) oversees its use as a drug delivery system. Any formulation that includes scheduled drugs or claims to treat diseases must follow pharmaceutical guidelines.
Other Countries: Regulatory frameworks in countries like Japan, Australia, and Canada follow similar lines, with health authorities requiring that such hybrid formulations demonstrate safety, stability, efficacy, and manufacturing control, based on their intended use.
Ethical Concerns in Pediatric Usage
Using chocolate as a delivery matrix for pediatric drug formulations raises several ethical considerations. While chocolate enhances taste and increases compliance, it also contains sugar, caffeine (in small amounts), and fats, which could be problematic with frequent or high-dose use. Formulators must balance the therapeutic benefits with potential health concerns like obesity, tooth decay, or dietary restrictions.
Moreover, care must be taken to avoid making medicinal products appear too similar to candy, as this may lead to accidental overconsumption by children. Ethical guidelines stress the importance of clear labeling, child-resistant packaging, and thorough parental education to ensure responsible usage. Formulations must also be subjected to pediatric-specific safety and efficacy trials before approval.
12. CONCLUSION
Chocolate, long cherished as a culinary delight, is now emerging as a versatile and innovative vehicle for drug delivery. Its unique physicochemical characteristics such as a favorable melting profile close to body temperature, bioadhesive potential, and ability to mask unpleasant tastes position it as an exceptional matrix for enhancing patient compliance, particularly among pediatric and geriatric populations. The growing intersection of food science and pharmaceutical technology underscores chocolate’s role not just as a medium of indulgence, but as a functional and patient-friendly platform for therapeutic administration. Despite its promise, the integration of chocolate into pharmaceutical systems demands a thoughtful and multidisciplinary approach. Formulation stability, dosing precision, thermal sensitivity, and regulatory classification present ongoing challenges that must be addressed through rigorous research and well-defined standards. Additionally, ethical considerations especially in vulnerable populations must remain central in product design and marketing. Looking ahead, chocolate-based drug delivery offers immense potential for personalized medicine, targeted therapies, and the development of more acceptable dosage forms. Continued innovation, coupled with strong scientific validation and regulatory support, could transform this traditional food product into a modern pharmaceutical carrier. With the right balance of creativity and compliance, chocolate could redefine the way medications are delivered making therapy not only effective, but also more enjoyable.
REFERENCES
Gaurav Pawar*, Dr. Shivraj Jadhav, Mayur Bhamare, Dr. Sunil Mahajan, Chocolate-Based Drug Delivery Systems: A Palatable Platform for Novel Therapeutics, Int. J. of Pharm. Sci., 2025, Vol 3, Issue 11, 1708-1723 https://doi.org/10.5281/zenodo.17581672
10.5281/zenodo.17581672