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1

Elango, V., and G. Vijayabaskar. "Anti-inflammatory activity Keelvayu nivarana churnam in carrageenan induced inflammatory rats." GSC Biological and Pharmaceutical Sciences 5, no. 1 (2018): 017–20. https://doi.org/10.5281/zenodo.4305523.

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Анотація:
Anti-inflammatory activity of Keelvayu nivarana churnam in carrageenan induced inflammatory rats was evaluated. Keelvayu nivarana churnam at the doses of 10, 15 mg/kg and 25 mg/kg of body weight in experimental animals. Anti-inflammatory activity was evaluated by Carrageenan induced paw edema in rats. Indomethacin (3 mg/Kg body weight) was employed as standard drug. Animals were randomized into 4 group (n = 6). Control group receives vehicle only. Keelvayu nivarana churnam treated with high dose which produced significant inhibition of edema and pain. This study confirms Keelvayu nivarana chur
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2

Bernaitis, L., T. M. Shanthi, M. Menaka, R. Sivaranjani, G. S. Thejaswini, and S. Jayapriya. "Broad Spectrum Efficacy of Seenthil Churnam in the Management of Urinary Tract Infections." International Journal of Research in Interdisciplinary Studies 2, no. 3 (2024): 17–19. https://doi.org/10.5281/zenodo.11426071.

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Анотація:
Urinary tract infections (UTIs) are prevalent worldwide, with an estimated 11% of the global population contracting at least one infection annually. The emergence of multidrug-resistant (MDR) pathogens due to the overuse and misuse of antibiotics necessitates alternative therapeutic options. Seenthil Churnam, a traditional Siddha medicine derived from Tinospora cordifolia, has been historically used for its antimicrobial properties. This study aimed to evaluate the broad-spectrum antimicrobial activity of Seenthil Churnam against major UTI pathogens, including MDR strains. Seenthil Churnam was
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3

Dixit, Vihangesh Kumar, Raghuveer Irchhaiya, Nandlal Singh, and Rishikesh Gupta. "Establishment of Standardization Parameters for Herbal Formulation, Swarasa Bhvit Amalaka Churnam." Journal of Drug Delivery and Therapeutics 9, no. 4-A (2019): 108–21. http://dx.doi.org/10.22270/jddt.v9i4-a.3421.

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Анотація:
Herbal formulations are very useful for human health because of their natural and simple processing. A quality herbal formulation must pass the test for their characteristic properties. Inspite of the large number of Ayurvedic formulations are available in the market, standards of their quality are yet to be laid. Amlaka churnam or amalaki rasayanam is a swarasa bhavita, important herbal formulation used for treatment related to immunity systems of human body. In addition to this it is also used for nurturing of skin, heart, eye and stomach. The main ingredient of amalaka churnam is amla (Emba
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4

Sam, Srija, Syeda Alisha Md Isha Ali, B. S. Muddukrishna, and S. G. Vasantharaju. "CHEMICAL FINGERPRINTING OF PIPERINE AND TANNIC ACID IN AN AYURVEDIC FORMULATION OF DASANAKANTHI CHURNAM USING RP-HPLC." RASAYAN Journal of Chemistry 15, no. 04 (2022): 2218–25. http://dx.doi.org/10.31788/rjc.2022.1546984.

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Анотація:
Dental diseases are one of the significant public health problems globally. Herbal medicines for managing oral diseases are considered an effective alternative to synthetic compounds due to their lower side effect. Acacia catechu, Piper nigrum, Piper longum, and Piper cubeba are vital components of Dasanakanthi Churnam used to control and prevent oral inflammations in dentistry. Tannic acid and Piperine are major markers for the chemical fingerprinting of Dasanakanthi Churnam. They serve as quality indicating parameters for Dasanakanthi Churnam because of their pharmacological action. Developm
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5

G, Vijayabaskar, and ELANGO V. "Evaluation of the poly herbal drug: Keelvayu Nivarana Churnam." Journal of Drug Delivery and Therapeutics 9, no. 2-s (2019): 307–10. http://dx.doi.org/10.22270/jddt.v9i2-s.2719.

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Анотація:
Siddha Medicine is regaining its lost glory throughout the World. For the universal acceptations of Siddha medicine we should standardize by scientific validation at various levels. Herbals have been an important source of medicine with qualities for thousands of years. Phytochemicals are the active principles of the herbal drug. Keelvayu nivarana churnam is one of the poly herbal drugs used for Arthritis. In this study we carried out powder microscopy for identification of the ingredient medicinal plants. We studied Physicochemical parameters like appearance, pH, total ash, loss on drying; wa
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6

Sudhan, Aparna, K. Prabhu, Sumathi Jones, et al. "The GC MS Study of One Ayurvedic Formulation, Navayasa Churnam." Journal of Pharmacy and Bioallied Sciences 16, Suppl 5 (2024): S4712—S4716. https://doi.org/10.4103/jpbs.jpbs_876_24.

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Анотація:
ABSTRACT Background: Navayasa Churnam is an Ayurvedic medicine traditionally used to treat anemia, heart diseases, skin disorders, piles, and jaundice. Aim: The present study involves GC-MS analysis of Navayasa Churnam, an Ayurvedic medicine traditionally used to treat anemia, heart diseases, skin disorders, piles, and jaundice. Methods: The Churnam was sourced from a reputable Ayurvedic vendor in Chennai, India, and prepared according to standard protocols. The medicine was then analyzed to identify its bioactive compounds. Results: The GC-MS analysis revealed several key compounds, including
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7

Dr.B.Vijayalakshmi, Dr B. Vijayalakshmi. "The Effect of Vidaarikanda Churnam with Dugdham as Sthanyavardhaka." Indian Journal of Applied Research 3, no. 9 (2011): 9–13. http://dx.doi.org/10.15373/2249555x/sept2013/4.

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8

Ramesh M, Vincent Vidyasagar J, Tharun Kumar G, and Akhila C R. "Effect of Ayurvedic Churnam on the Elevated Blood Sugars by Stz Drug." International Journal of Novel Trends in Pharmaceutical Sciences 9, no. 4 (2019): 71–74. http://dx.doi.org/10.26452/ijntps.v9i4.1343.

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Анотація:
Diabetes Mellitus shortly called as DM is a metabolic disorder which is due to the improper secretion of the insulin by the pancreas. The insensitivity in the reuptake of insulin also causes diabetes. This increases the blood glucose level and affects physiological functions. The majority of the population that is suffering from DM are generally obese or following unhealthy lifestyle habits. There are about half of the world population is suffering from DM and related complications. DM secondary complications include nephropathy, neuropathy, retinopathy and vascular complications like PVD and
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9

Sharmila, D., A. Poovarasan, E. Pradeep, Mudiganti Ram Krishna Rao, and K. Prabhu. "GC MS analysis of one ayurvedic formulation “Nasika churnam”." RESEARCH JOURNAL OF PHARMACY AND TECHNOLOGY 14, no. 3 (2021): 1400–1404. http://dx.doi.org/10.5958/0974-360x.2021.00250.x.

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10

Priyadarshani, Puspa, and Vijay Shankar Pandey. "Management of Amavata through "Pachanartham Agnisandeepanam Param" by the Application of Panchmooladi Churnam." International Journal of Science and Research (IJSR) 14, no. 5 (2025): 507–12. https://doi.org/10.21275/sr25507123705.

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11

Elango, V., and G. Vijayabaskar. "Anti-inflammatory activity Keelvayu nivarana churnam in carrageenan induced inflammatory rats." GSC Biological and Pharmaceutical Sciences 5, no. 1 (2018): 017–20. http://dx.doi.org/10.30574/gscbps.2018.5.1.0084.

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12

Soundharya, R* Aruna. V. &. Gayathri R. "RAPID RELEASE TECHNOLOGY [RRT] – NEED OF THE HOUR FOR AYUSH DRUGS." Indian Journal of Medical Research and Pharmaceutical Sciences 4, no. 10 (2017): 17–21. https://doi.org/10.5281/zenodo.1019589.

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Анотація:
Application of Rapid release technology (RRT) and how the technology can improvise the therapeutics of shastric Siddha drugs have been experimentally proven in this study. RRT not only preserves all the therapeutic benefits of every herb in the herbal conglomeration (poly herbal churnam) but also makes the preparation very easy. Further the RRT also proves how the global acceptance can be galvanized through applying modern technology over ancient Siddha system of medicine and the benefits of Siddha system can be reached to every individual.
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13

Bhardwaj, Ashutosh Kr, and Prashanth Bhat. "A COMPARATIVE CLINICAL EVALUATION OF KATPHALADI CHURNA AND PIPPALYADI CHURNA IN MANAGEMENT OF TAMAKA SWASA." International Ayurvedic Medical Journal p6, no. 1 (2021): 3163–70. http://dx.doi.org/10.46607/iamj02p6012021.

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Анотація:
Since time immemorial man has been in a constant endeavor to find the solutions for the life-threatening and ago- nizing disorders, which afflicts the human race. One such condition is ‘Tamaka swasa’1 which is known by the name Bronchial Asthma in modern parlance, wherein remissions and exacerbations are the typical features, leav- ing the patient in a pathetic situation. The Objective of the study is to evaluate the comparative efficacy of Kat- phaladi Churna7 and Pippalyadi Churna8 in the management of Tamaka Swasa through subjective and objective parameters. The present study registers 40 o
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14

Jain, Samprati, and Amrutha B.S. "AN AYURVEDIC APPROACH IN CLINICAL MANAGEMENT OF ARTAVA KSHAYA W.S.R. TO PERI MENOPAUSE: A CASE STUDY." International Ayurvedic Medical Journal 13, no. 05 (2025): 1584–91. https://doi.org/10.46607/iamj5013052025.

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Анотація:
Artava Kshaya (secondary amenorrhea) is a gynaecological condition characterised by the cessation of menstrual cycles after menarche. It often results from hormonal imbalances, metabolic disorders, or perimenopausal changes. Ayurveda offers various treatment modalities, including shodhana and shaman chikitsa, to manage menstrual irregularities by addressing underlying dosha imbalances. This case study explores the effects of these therapies in a 42-year-old female presenting with secondary amenorrhea and associated perimenopausal symptoms. Case: A 42-year-old female in September 2023 presented
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15

Haridasan, Vani, Kavitha Muthukumaran, and Hariharanath K. "Tomtit Flock Optimization with Deep Variational Autoencoder for Customer Churn Prediction in Telecommunication Industry." International Research Journal of Multidisciplinary Scope 05, no. 03 (2024): 376–89. http://dx.doi.org/10.47857/irjms.2024.v05i03.0749.

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Анотація:
The telecommunication sector becomes popular in recent years and service companies suffer from a loss of valued customers to competitors. In the operational area, customer churn is a challenging issue, which makes companies, loses customers, and therefore is of bigger issue for the industry. Recent technologies and competitors were developing quickly and churn prediction becomes essential for telecom companies. Customer Churn Prediction (CCP) models offer precise detection of significant churners and therefore a retaining solution can be offered to them. Data analytics and machine learning (ML
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16

Jacob, Jyothi, N. Vijayakumar, and Jeby Jose Olickal. "Effect of satapushpa churnam with tila tailam in oligomenorrhea associated with polycystic ovarian syndrome." Journal of Ayurveda and Integrative Medicine 12, no. 4 (2021): 695–99. http://dx.doi.org/10.1016/j.jaim.2021.06.015.

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17

Venkateswaran, Krishnasamy, and Anita Patel. "Pharmacological Intervention of Classical Ayurvedic Formulation Chaturbeeja churnam-A Narrative Review Based on Guna Concept." Pharmacognosy Reviews 15, no. 30 (2021): 186–90. http://dx.doi.org/10.5530/phrev.2021.15.17.

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18

Chary, Harinatha, Manu R, and Gnana Prasuna S. "Assessment of Atherogenic Indices after treating with Sookshma Eladi Churnam in Hyperlipidaemia - A Case Study." International Journal of Ayurvedic Medicine 12, no. 2 (2021): 391–94. http://dx.doi.org/10.47552/ijam.v12i3.1853.

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Анотація:
Background: Hyperlipidaemia is one of the most important conditions to cause atherosclerosis. Atherosclerosis is a major risk factor for coronary artery disease (CAD). CAD has become the epidemic of modern civilization in which Hyperlipidaemia predominantly contributes to its pathogenesis. There are certain atherogenic ratios that are strongly predictive of CAD. Three important atherogenic ratios are Atherogenic Index of Plasma (AIP), Castelli’s Risk Index I & II (CRI-I &CRI-II). We studied the significance of these atherogenic ratios in a case study having hyperlipidaemia by giving Ay
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19

Reddy, G. Dayanand, M. Bernard Mefi, H. Bharathy, et al. "Hepatoprotective Activity of Aruvadha churnam a Traditional Siddha Formulation against Paracetamol Induced Liver Damage in Rats." Research Journal of Pharmacy and Technology 11, no. 8 (2018): 3380. http://dx.doi.org/10.5958/0974-360x.2018.00622.4.

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20

M, Ramanathan, Subramanian L, Poongodi T, et al. "FORMULATION AND EVALUATION OF NILAVEMBU KUDINEERCAPSULES." Asian Journal of Pharmaceutical Research and Development 7, no. 1 (2019): 41–45. http://dx.doi.org/10.22270/ajprd.v7i1.468.

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The herbal medicine Nilavembu Kudineer is very effective in viral fevers. The study was effort to prepare a Nilavembu Kudineerherbal capsule from Nilavembu Kudineer churnam. The task of this work is, to detainment of active biomolecules and ensure their biological activity. The Nilavembu Kudineerchurnamwas extracted by ethanol and water solvents, then the extract was dried. The resultant dried extract powder was screened by various chemical and microbiological tests for to ensure the potency. The results confirms that both the extract haveactive biomolecules and possess their activity. Based o
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21

Florence, J. R., S. S. Priyadharsini, and G. S. Chandran. "Sensor Based Classification and Evaluation Methods using Machine Learning Algorithm for the Evaluation of Indian Traditional Medicine (Siddha)." Journal of Scientific Research 14, no. 1 (2022): 189–203. http://dx.doi.org/10.3329/jsr.v14i1.54739.

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Анотація:
The present work analyses sensor based classification and evaluation methods for the evaluation of churna. The churna is a powdered form of Siddha medicine. The churna is evaluated based on organoleptic and physicochemical parameters. The organoleptic parameters such as color and physicochemical parameters such as moisture content value and pH value are analysed in this work. The proposed methodology facilitates the development and integration of hardware and software modules for churna identification and classification. The proposed hardware setup comprises Raspberry pi camera, color sensor,
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22

Kumar, Adarsh, Narayanam Srikanth, Shruti Khanduri, et al. "Clinical Evaluation of Sukumara Ghritam and Brahmi Churnam in the Management of Menopausal Syndrome: A Prospective Open-label Study." Journal of Research in Ayurvedic Sciences 4, no. 1 (2020): 10–17. http://dx.doi.org/10.5005/jras-10064-0102.

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23

Chatterjee, Suchandra, Vivekanand Kumar, Swati Khole, Bhaskar Sanyal, T. S. Murali, and Prasad S. Variyar. "Radiation processing: An effective quality control tool for hygienization and extending shelf life of a herbal formulation, Amritamehari churnam." Journal of Radiation Research and Applied Sciences 9, no. 1 (2016): 86–95. http://dx.doi.org/10.1016/j.jrras.2015.09.007.

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24

Bhardwaj, Abhishek, K. K. Jha, A. Panka, Anuj Agarwal, Bhuvnesh Singh, and Neelanchal Trivedi. "Evaluation of standardization parameter of polyherbal digestive “churna”." Indian Journal of Pharmaceutical and Biological Research 5, no. 02 (2017): 39–44. http://dx.doi.org/10.30750/ijpbr.5.2.8.

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Анотація:
The development in these traditional systems of medicine leads to maintain proper quality of the product. India is rich in its flora and fauna. These plants are being used for curing many diseases as such in raw condition rather the being prepared as formulation. Churana is defined as a fine powder of drug or drugs in Ayurvedic system of medicine. Drugs mentioned in patha, are cleaned properly, dried thoroughly, pulverised and then sieved. The churana is free flowing and retains its potency for one year, if preserved in air tight containers. Churna formulations are similar to powder formulatio
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25

Pal, Rashmi Saxena, Yogendra Pal, Pranay Wal, and Ankita Wal. "In house & Marketed Preparation of Hingwashtak Churna, A Polyherbal Formulation: Comparative Standardization and Measures." Open Medicine Journal 5, no. 1 (2018): 76–83. http://dx.doi.org/10.2174/1874220301805010076.

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Анотація:
Background: Hingwashtak Churṇa is a polyherbal Ayurveda based classical formulation used to cure certain digestive disorders. We have attempted to prepare and standardize this preparation comparing it with standard preparation to ensure its quality. Objective: The current research was aimed at the preparation of Churna in house and to compare it with the marketed formulation on all the standard norms while standardizing it. Materials and Methods: The Churna was prepared in-house according to The Ayurvedic Formulary of India. The Churna was comparatively evaluated along with its marketed prepar
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26

Pal, Rashmi Saxena, Yogendra Pal, Pranay Wal, and Ankita Wal. "Standardization and Detailed Aspects of Chopchinyadi Churna: A Potent Anti-Arthritic Medicine." Open Medicine Journal 6, no. 1 (2019): 19–25. http://dx.doi.org/10.2174/1874220301906010019.

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Анотація:
Background: Chopchinyadi Churna is a powdered Ayurvedic churna, commonly used for treating insect bite, rheumatoid arthritis, gout arthritis. Objective: The current research is oriented for the evaluation of ingredients and other aspects of Churna. Materials and Methods: The Churna was standardized as per the parameters of Ayurvedic Formulary of India for the organoleptic characters, microscopy, physicochemical, chromatographic, rheological properties and phytochemical screening for the detection of major phytoconstituents. Results: The parameters were found to be significant and offered futur
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27

Soni, Vishal, and Priyanka Soni. "COMPARATIVE EVALUATION OF AYURVEDIC FORMULATION SITOPLADI CHURNA OF DIFFERENT BRANDS." Indian Drugs 59, no. 08 (2022): 78–81. http://dx.doi.org/10.53879/id.59.08.12536.

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Анотація:
In ayurvedic system of treatment, churnas are as good as are asavas and arishtas for the eradication of diseases. As a part of evaluation, Dabur and Baidhyanath brands properties of Sitopladi churna were tested for relevant organoleptic, physiochemical, micromeretics and fluorescence properties. The Dabur formulation is more elegant in colour, odor and in taste. Moisture content of both formulations was found within pharmacopoeial limit. In the present study, Dabur churna emitted white and Baidhyanath emitted off white fluorescence under day light, in short UV light and in long UV light. The m
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28

Zhao, Ming, Qingjun Zeng, Ming Chang, Qian Tong, and Jiafu Su. "A Prediction Model of Customer Churn considering Customer Value: An Empirical Research of Telecom Industry in China." Discrete Dynamics in Nature and Society 2021 (August 7, 2021): 1–12. http://dx.doi.org/10.1155/2021/7160527.

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Анотація:
Customer churn will cause the value flowing from customers to enterprises to decrease. If customer churn continues to occur, the enterprise will gradually lose its competitive advantage. When the growth of new customers cannot meet the needs of enterprise development, the enterprise will fall into a survival dilemma. Focusing on the customer churn prediction model, this paper takes the telecom industry in China as the research object, establishes a customer churn prediction model by using a logistic regression algorithm based on the big data of high-value customer operation in the telecom indu
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29

Deepika, J.K. Panda, and Suniti Tanwar. "Ayurvedic treatment regime of Ovarian Cyst: A Case Report." Journal of Ayurveda and Integrated Medical Sciences 8, no. 7 (2023): 208–12. http://dx.doi.org/10.21760/jaims.8.7.40.

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Анотація:
Introduction: Ovarian cysts are fluid-filled sacs that develop on or within the ovaries, which are part of a woman's reproductive system. Most ovarian cysts are benign (non-cancerous) and do not cause any symptoms. However, in some cases, ovarian cysts can grow larger, rupture, become painful, or cause other complications. Hormonal contraceptives and Surgery only the treatment follow by modern system of medicine. A hormonal contraceptive contributes untoward effect. In Ayurveda it can be correlated with Granthi (Kaphaja Granthi). Methods: In this present case study, a 36 years old woman patien
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30

Coussement, Kristof. "Improving customer retention management through cost-sensitive learning." European Journal of Marketing 48, no. 3/4 (2014): 477–95. http://dx.doi.org/10.1108/ejm-03-2012-0180.

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Анотація:
Purpose – Retailers realize that customer churn detection is a critical success factor. However, no research study has taken into consideration that misclassifying a customer as a non-churner (i.e. predicting that (s)he will not leave the company, while in reality (s)he does) results in higher costs than predicting that a staying customer will churn. The aim of this paper is to examine the prediction performance of various cost-sensitive methodologies (direct minimum expected cost (DMECC), metacost, thresholding and weighting) that incorporate these different costs of misclassifying customers
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31

Gupta, Charu. "Amrita: The ancient herb with modern healing potential and safety features." Journal of Microbiology & Experimentation 12, no. 2 (2024): 42–45. http://dx.doi.org/10.15406/jmen.2024.12.00414.

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Анотація:
Tinospora cordifolia Willd commonly known, as “Amrita” or “Guduchi”, is a large deciduous, extensively spreading climbing shrub with several coiling branches, a dioecious medicinal herb. It is designated as Rasayana in Ayurveda as it enhances general body resistance and promotes longevity, an anti-stress, adaptogen, and a potential plant for providing resistance against infections. The plant is well known as Indian bitter and is generally prescribed for fever, diabetes, dyspepsia, jaundice, urinary problems, skin diseases, gastrointestinal diseases including dyspepsia, flatulence, gastritis, j
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32

Ekbote, Maruthi T., Rajashekar K. V, Shankarappa L, and Bharathi D. R. "PRELIMINARY PHYTOCHEMICAL AND ANTIMICROBIAL SCREENING OF UDHARA VAYUHARA CHURNA." INDIAN DRUGS 58, no. 06 (2021): 64–67. http://dx.doi.org/10.53879/id.58.06.11787.

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Анотація:
Ayurvedic medicines are being used increasingly to fight or prevent common diseases. Udhara vayuhara churna is a polyherbal formulation containing Piper longum (Piperceae) Zingiber officinalis (Zingiberaceae), Elettaria cardamom (Zingiberaceae), Plumbago zeylanica (Plumbaginaceae), Carum carvi (Umbelliferae), Acorus calamus (Araceae) and Embilica officinalis (Euphorbiaceae). Methanolic and aqueous extracts of Udhara vayuhara churna were screened for their antimicrobial activity against Bacillus subtilis, Staphylococcus aureus, Escherichia coli, Pseudomonas aeruginosa, Aspergillus niger and Can
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33

Shahabikargar, Maryam, Amin Beheshti, Wathiq Mansoor, et al. "ChurnKB: A Generative AI-Enriched Knowledge Base for Customer Churn Feature Engineering." Algorithms 18, no. 4 (2025): 238. https://doi.org/10.3390/a18040238.

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Анотація:
Customers are the cornerstone of business success across industries. Companies invest significant resources in acquiring new customers and, more importantly, retaining existing ones. However, customer churn remains a major challenge, leading to substantial financial losses. Addressing this issue requires a deep understanding of customers’ cognitive status and behaviours, as well as early signs of churn. Predictive and Machine Learning (ML)-based analysis, when trained with appropriate features indicative of customer behaviour and cognitive status, can be highly effective in mitigating churn. A
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34

Carvalho de Albuquerque, Italo Giullian, Matheus Henrique Bertuci, Bruna Araujo Candeia, and Natália De Oliveira Gomes. "CHURN RATE." Revista Interface Tecnológica 18, no. 2 (2022): 40–52. http://dx.doi.org/10.31510/infa.v18i2.1183.

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Анотація:
Churn rate corresponde a taxa de cancelamento quanto ao uso de produtos/serviços oferecidos por empresas. Empresas de telecomunicações, por exemplo, costumam apresentar valores elevados de churn rate devido à alta concorrência no setor. Sendo assim, fundamental que, as empresas tenham condições de prever quando e porque um cliente deixará de usar seus serviços, para que se possa realizar ações capazes de evitar ou ao menos minimizar o churn. O presente trabalho tem como premissa criar e comparar modelos de previsibilidade de churn rate a partir de dados de uma empresa de telecomunicações afim
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35

N, Rakesh, Mohan B.A., Kumaran U, Prakash G.L, Rajakumar Arul, and Kalaipriyan Thirugnanasambandam. "MACHINE LEARNING-DRIVEN STRATEGIES FOR CUSTOMER RETENTION AND FINANCIAL IMPROVEMENT." Archives for Technical Sciences 2, no. 31 (2024): 269–83. https://doi.org/10.70102/afts.2024.1631.269.

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Анотація:
In the telecom sector, which generates vast amounts of data daily due to its extensive client base, retaining present customers is more cost-effective than attaining new ones. Business analysts and CRM specialists must comprehend the reasons behind customer churn and identify behavioral patterns within client data. This study develops a churn forecast model employing clustering and classification algorithms to recognize churn consumers and highlight the factors influencing customer churn in the telecom industry. Feature selection is done using information gain and correlation feature ranking f
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36

Ibitoye, Ayodeji O. J., and Olufade F. W. Onifade. "Improved customer churn prediction model using word order contextualized semantics on customers’ social opinion." International Journal of Advances in Applied Sciences 11, no. 2 (2022): 107. http://dx.doi.org/10.11591/ijaas.v11.i2.pp107-112.

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Анотація:
<div align="left"><span>Through the hype in digital marketing and the continuous increase in volume and velocity of opinions about an organization’s brands, churn prediction now requires advanced analytics in opinion mining for effective customer behavioral management beyond keywords sentiment analysis (SA). Earlier, by analyzing customers’ opinions using SA models, the extracted positive-negative polarity is used to classify customers as churners or non-churner. In those methods, the impact of word order, context, and the inherent semantics of the clustered opinion set were oftent
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37

Ayodeji, O. J. Ibitoye, and F. W. Onifade Olufade. "Improved customer churn prediction model using word order contextualized semantics on customers' social opinion." International Journal of Advances in Applied Sciences (IJAAS) 11, no. 2 (2022): 107–12. https://doi.org/10.11591/ijaas.v11.i2.pp107-112.

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Анотація:
Through the hype in digital marketing and the continuous increase in volume and velocity of opinions about an organization’s brands, churn prediction now requires advanced analytics in opinion mining for effective customer behavioral management beyond keywords sentiment analysis (SA). Earlier, by analyzing customers’ opinions using SA models, the extracted positive- negative polarity is used to classify customers as churners or non-churner. In those methods, the impact of word order, context, and the inherent semantics of the clustered opinion set were oftentimes overlooked. Howeve
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38

Pandey, Kush, Aditi -, and N. N. Pandey. "STANDARDIZATION OF PANCHKOLA CHURNA – A PHARMACEUTICAL AND CHEMICAL STUDY." International Ayurvedic Medical Journal 11, no. 12 (2023): 2975–81. http://dx.doi.org/10.46607/iamj0111122023.

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Анотація:
In Ayurvedic classics, many categories of formulations are described, among which Churna is one. Churnas with single or multiple plant-origin drugs as ingredients are narrated in Ayurvedic texts for curing many diseases. The present research work deals with the preparation of Panchkola churna and its analysis for establishing the Pharmacopoeial standard as since now, no tests and measures are being worked out for assuring its quality parameters by the existing Ayurvedic Pharmacopoeial Commission Govt. of India, Ministry of AYUSH. The two batches of this particular Churna are made following the
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39

Abdullaev, Ilyоs, Natalia Prodanova, Mohammed Altaf Ahmed, et al. "Leveraging metaheuristics with artificial intelligence for customer churn prediction in telecom industries." Electronic Research Archive 31, no. 8 (2023): 4443–58. http://dx.doi.org/10.3934/era.2023227.

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<abstract> <p>Customer churn prediction (CCP) is among the greatest challenges faced in the telecommunication sector. With progress in the fields of machine learning (ML) and artificial intelligence (AI), the possibility of CCP has dramatically increased. Therefore, this study presents an artificial intelligence with Jaya optimization algorithm based churn prediction for data exploration (AIJOA-CPDE) technique for human-computer interaction (HCI) application. The major aim of the AIJOA-CPDE technique is the determination of churned and non-churned customers. In the AIJOA-CPDE techn
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40

Deogade, Meena Shamrao, Prasad KSR, Tanuja Manoj Nesari, and Deepak Bhati. "Efficacy and comparison of Shatapushpa Taila Matrabasti with Shatapushpa Churna in Kashtartava (Dysmenorrhoea)." International Journal of Ayurvedic Medicine 12, no. 2 (2021): 254–58. http://dx.doi.org/10.47552/ijam.v12i3.1838.

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Анотація:
Kashtartava (dysmenorrhoea) affects women’s day to day activity and it is most common complaints amongst adolescents. 75% of adolescents experience pain during menstruation. Dysmenorrhoea can also be associated with nausea, vomiting, diarrhoea, fatigue, blotting abdomen etc. As per Ayurveda Apanavata is the governing force of menstruation; its vitiation gives rise to many gynaecological diseases ( yonivyapad). Kashyapa has mentioned Shatapushpa (Anethum sowa Kurz.) as drug of choice for Artava related problems. So that group A is treated with Shatapushpa churana and group B with Shatapushpa ta
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41

Sarala, S., D. Chamundeeswari, and V. Gopal. "PREPARATION AND EVALUATION OF PANCHA HARITHAKADI CHURNA FOR DIGESTIVE ACTIVITY." INTERNATIONAL RESEARCH JOURNAL OF PHARMACY 12, no. 4 (2021): 19–22. http://dx.doi.org/10.7897/2230-8407.1204129.

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Анотація:
Pancha Harithakadi Churna (PHC) is a traditional polyherbal formulation meant for digestion which consists of household ingredients having digestive property. PHC is mainly used for Constipation and Bloating. Churna’s will play an important role in gastro intestinal problems. Churna’s are having greater bioavailability because of smaller particle size. It consists of fine powder (sieve 100 size) of Ginger rhizomes, Fennel fruits, Myrobalan fruits, Senna leaflets and Pink Rock salt in equal proportions (1:1:1:1:1) are mixed well. PHC is formulated by standard procedures and evaluated by physica
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42

Kumar, V., Agata Leszkiewicz, and Angeliki Herbst. "Are you Back for Good or Still Shopping Around? Investigating Customers' Repeat Churn Behavior." Journal of Marketing Research 55, no. 2 (2018): 208–25. http://dx.doi.org/10.1509/jmr.16.0623.

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Анотація:
Service firms develop win-back strategies to rectify issues that cause customer churn and rebuild relationships with lost customers. To better support retention, it is important to understand how the revived relationship evolves and possibly ends again. To examine customers' repeat churn behavior, we develop a “mixture cure-competing risks” model, jointly estimating the duration of second lifetimes, multiple reasons for churn, and heterogeneity of customers in exhibiting a related churn reason. The proposed model is tested using a data set from a large telecommunications provider including inf
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43

Jain, Kajal L., Rakesh K. Patel, and Hardik P. Patel. "HPTLC Method for Simultaneous Determination of Piperine, Embeline, and Carvone in the Ayurvedic Formulation Catpusphadhya Churna." Journal of AOAC INTERNATIONAL 97, no. 3 (2014): 773–77. http://dx.doi.org/10.5740/jaoacint.10-118.

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Анотація:
Abstract Churnas are an important group of formulations used by traditional physicians to treat various types of diseases. The principle of using a churna is based on the fact that the therapeutic value of most substances greatly increases when they are reduced to a very fine state of subdivision. Catpusphadhya churna, as per the Ayurvedic system of Indian medicine, is used for acute rheumatoid arthritis. In the present study, an attempt was made to develop an HPTLC method for the quantitative determination of piperine, embeline, and carvone in a laboratory-prepared formulation. Raw materials
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44

Shanthini B. "Predicting Customer Churn Using Artificial Neural Networks: A Data-Driven Approach to Enhance Customer Retention in E-Commerce." Journal of Information Systems Engineering and Management 10, no. 41s (2025): 380–88. https://doi.org/10.52783/jisem.v10i41s.7854.

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Анотація:
Customer churn poses a major challenge in e-commerce, making accurate prediction crucial for retention strategies. This study applies Artificial Neural Networks (ANNs) to predict churn in e-commerce and subscription-based businesses using a dataset of 1,644 customer records. Key independent variables include delayed deliveries, frequent product returns, high cart abandonment, poor customer service, high prices, better deals from competitors, complicated return processes, hidden fees, negative reviews, and low engagement, while the dependent variable is customer churn (churned or retained). A M
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45

Thanh, Nguyen Thi Ha, and Nguyen Thao Vy. "Building a proper churn prediction model for Vietnam's mobile banking service." International Journal of ADVANCED AND APPLIED SCIENCES 9, no. 7 (2022): 139–49. http://dx.doi.org/10.21833/ijaas.2022.07.014.

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Анотація:
This study aims to build a model predicting the churn rate of customers using mobile banking services in Vietnam by applying data mining techniques. Customer churn is an issue that any service provider must pay attention to because it is decisive to the development of the business. The competition between banks is getting tougher, hence customer churn prediction has become of great concern to banking service companies. It is necessary for banks to collect colossal data and establish a valued model for classifying types of customers. In this study, three supervised statistical learning methods
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46

Ait, Daqud Rachid, Abdellah Amine, Belaid Bouikhalene, and Rachid Lbibb. "Clustering Prediction Techniques in Defining and Predicting Customers Defection: The Case of E-Commerce Context." International Journal of Electrical and Computer Engineering (IJECE) 8, no. 4 (2018): 2367–83. https://doi.org/10.11591/ijece.v8i4.pp2367-2383.

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Анотація:
With the growth of the e-commerce sector, customers have more choices, a fact which encourages them to divide their purchases amongst several e-commerce sites and compare their competitors" products, yet this increases high risks of churning. A review of the literature on customer churning models reveals that no prior research had considered both partial and total defection in non-contractual online environments. Instead, they focused either on a total or partial defect. This study proposes a customer churn prediction model in an e-commerce context, wherein a clustering phase is based on the i
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47

Banda, Patience Kunda, and Simon Tembo. "Factors Leading to Mobile Telecommunications Customer Churn in Zambia." International Journal of Engineering Research in Africa 31 (July 2017): 143–54. http://dx.doi.org/10.4028/www.scientific.net/jera.31.143.

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Анотація:
Customer churn is a major challenge in the mobile telecommunications industry today. Churn can be caused by different factors, which may arise from the interactions of subscribers with products and services or even employees of organizations. If customer churn is not managed and prevented in good time, it can lead to significant loss of revenues and possibly make a business crumble. This paper studies the various reasons that lead to mobile customer churn in the Zambian telecommunication sector. Seven hundred mobile subscribers in six districts of Zambia were interviewed. The mobile subscriber
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48

ÇALLI, Levent, and Sena KASIM. "Using Machine Learning Algorithms to Analyze Customer Churn in the Software as a Service (SaaS) Industry." Academic Platform Journal of Engineering and Smart Systems 10, no. 3 (2022): 115–23. http://dx.doi.org/10.21541/apjess.1139862.

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Анотація:
Companies must retain their customers and maintain long-term relationships in industries with intense competition. Customer churn analysis is defined in the literature as identifying customers who may leave a company to take appropriate marketing precautions. While customer churn research is prevalent in B2C (Business to Customer) business models such as the telecoms and retail sectors, customer churn analysis in B2B (business to business) models is a relatively emerging topic. In this regard, the study carried out a customer churn analysis by considering an ERP (enterprise resource planning)
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49

Rachid, Ait Daoud, Amine Abdellah, Bouikhalene Belaid, and Lbibb Rachid. "Clustering Prediction Techniques in Defining and Predicting Customers Defection: The Case of E-Commerce Context." International Journal of Electrical and Computer Engineering (IJECE) 8, no. 4 (2018): 2367. http://dx.doi.org/10.11591/ijece.v8i4.pp2367-2383.

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Анотація:
<p><span>With the growth of the e-commerce sector, customers have more choices, a fact which encourages them to divide their purchases amongst several e-commerce sites and compare their competitors’ products, yet this increases high risks of churning. A review of the literature on customer churning models reveals that no prior research had considered both partial and total defection in non-contractual online environments. Instead, they focused either on a total or partial defect. This study proposes a customer churn prediction model in an e-commerce context, wherein a clustering ph
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50

Gu, Junhui. "Research on Application of Stacking Technique in Telecom Churn Prediction." Highlights in Science, Engineering and Technology 31 (February 10, 2023): 43–52. http://dx.doi.org/10.54097/hset.v31i.4811.

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Анотація:
In today's saturated telecommunication market, operators need to fully tap the value of data, strengthen the management of existing users, and reduce customer churns. In order to further to reduce the maintenance cost of enterprises, it is necessary to apply more efficient data mining technology to the prediction of telecommunication user churns in order to improve the operating profit of enterprises. This paper took a telecommunication customer churn data set on Kaggle as the research data, and explores a high accuracy customer churn prediction model. Logistic Regression was exploited to crea
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