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Hyperparameter Tuning Based Machine Learning classifier for Breast Cancer Prediction

  • Md. Mijanur Rahman;Asikur Rahman Raju;Sumiea Akter Pinky;Swarnali Akter
    • International Journal of Computer Science & Network Security
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    • v.24 no.2
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    • pp.196-202
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    • 2024
  • Currently, the second most devastating form of cancer in people, particularly in women, is Breast Cancer (BC). In the healthcare industry, Machine Learning (ML) is commonly employed in fatal disease prediction. Due to breast cancer's favorable prognosis at an early stage, a model is created to utilize the Dataset on Wisconsin Diagnostic Breast Cancer (WDBC). Conversely, this model's overarching axiom is to compare the effectiveness of five well-known ML classifiers, including Logistic Regression (LR), Decision Tree (DT), Random Forest (RF), K-Nearest Neighbor (KNN), and Naive Bayes (NB) with the conventional method. To counterbalance the effect with conventional methods, the overarching tactic we utilized was hyperparameter tuning utilizing the grid search method, which improved accuracy, secondary precision, third recall, and finally the F1 score. In this study hyperparameter tuning model, the rate of accuracy increased from 94.15% to 98.83% whereas the accuracy of the conventional method increased from 93.56% to 97.08%. According to this investigation, KNN outperformed all other classifiers in terms of accuracy, achieving a score of 98.83%. In conclusion, our study shows that KNN works well with the hyper-tuning method. These analyses show that this study prediction approach is useful in prognosticating women with breast cancer with a viable performance and more accurate findings when compared to the conventional approach.

Therapeutic study of myxosporean emaciation disease of olive flounder (Paralichthys olivaceus) in Jeju using toltrazuril (톨트라주릴(Toltrazuril)을 이용한 제주도 넙치(Paralichthys olivaceus)의 점액포자충성 여윔증에 대한 치료법 연구)

  • Kang, Mi-Rae;Kim, Ye-Ji;Jun, Lyu Jin;Kim, Seung Min;Kim, Sung-Hyun;Han, Sori;Jeong, Joon Bum
    • Journal of fish pathology
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    • v.33 no.1
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    • pp.55-62
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    • 2020
  • In order to search candidates for the treatment of myxosporean emaciation disease of olive flounder, Paralichthys olivaceus, in vitro and in vivo experiments were conducted using products such as Coxi-stop, Coxiclin, and BLEAN80. In the case of Coxi-stop, whose major component is toltrazuril, in vitro experiment using BF-2 cells showed a tendency of reducing the activity of myxosporea and did not exhibit cytotoxicity such as cell lysis. In the in vivo activity measurements, the experimental group immersed with Coxi-stop showed a lower cumulative mortality rate than the control group, this result is similar to the previous report that toltrazuril has a therapeutic effect on parasitic fish disease. This study suggests that toltrazuril is a potential candidate for the treatment of emaciation disease of olive flounder.

Inhibitory Effect of the Culture Broth of Cordyceps longissima and C. scarabaeicola on Nitric Oxide Production (제주긴뿌리동충하초와 풍뎅이동충하초 배양액의 Nitric Oxide 생성 저해)

  • Lee, Ki-Man;Lee, Geum-Seon;Shim, Hong;Nam, Sung-Hee;Kang, Tae-Jin
    • The Korean Journal of Mycology
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    • v.40 no.1
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    • pp.69-71
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    • 2012
  • During search for novel bioactive materials from natural resources with the potential as health food and alternative medicine, the culture broth of Cordyceps longissima (CL) J106, J144 and C. scarabaeicola (CS) J94, J123 were prepared, and their effect on cytotoxicity and nitric oxide (NO) production in RAW 264.7 cells were investigated. Whereas the culture broth of CL J144 and CS J123 had cytotoxicity in RAW 264.7 cells, that of CL J106 and CS J94 did not. The culture broth of CL J106 and CS J94 suppressed NO production in RAW 264.7 cells activated with lipopolysaccharide (LPS) at a dose-dependent manner. These results suggest that culture broth, a by-product of Cordyceps, may have active compounds with anti-inflammatory effect. In addition, it appears that their biological activity is dependent on the strains in spite of the same species.

A Study on the morbidity of rural populations (Seosan County Choong Nam province) (일부농촌지역의 상병상태연구(충남 서산군))

  • Ahn, Moon-Young
    • Journal of Preventive Medicine and Public Health
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    • v.17 no.1
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    • pp.107-119
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    • 1984
  • At the preliminary survey of Seosan demonstration project for integration of family planning and maternal and child health service, 6 questions about morbid conditions of all household members were included. Definition of morbid condition used at the survey was self-conceived physical or mental infirmity which had been caused by diseases or accidents, resulting in obstacles to ordinary daily life for past 30 days. Analyzing those morbidity data, the following results were obtained. 1. The morbid person rate was 192.2 per 1,000 persons and the morbidity rate 214.2 per 1,000 persons. 2. The percentage of household which had at least one morbid person was 61.9% and average number of morbidity per one household was 1.1. 3. Analyzing the 1st morbid condition of the total 4,433 morbid persons, morbidity rate of male was 194.6 per 1,000 persons and that of female was 189.8 per 1,000 persons. 4. The highest age specific morbidity rate was that of $0{\sim}4$ years of age, and it was 304.3 per 1,000 persons. The lowest was that of $10{\sim}14$ years of age and the rate of 93.8 per 1,000 persons. 5. The following was the order of five major diseases which were classified according to 17 International Classification of Diseases. (1) Symptoms and Ill defined conditions : 17.3% (2) Disease of the Digestive system : 15.7% (3) Infections and Parasitic disease 14.3% (4) Disease of the Respiratory system : 13.7% (5) Disease of the Nervous system and sense organs : 9.4% 6. 30 leading morbid conditions were described in Table III-2 and which composed 70.6% of total morbid conditions. 7. The percentage of the morbid conditions of which duration was longer than 90 days was 40.5%. 8. Of the total 4,433 morbid persons, 4,394 morbid persons responded for the morbid condition management method. Of those, Hospital & clinic (35.3%), drug store (40.0%), herb drug store (3.6%), health center (2.2%) ware selected for the 1st place or method for management morbid condition, and 18.0% did not search for morbid condition management.

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Six Cases of Sudden Sensorineural Hearing Loss (돌발성난청 환자 치험 6례)

  • Yoon, Hui-sung;Lee, Seung-eun;Han, Eun-jung;Kim, Yoon-bum
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.16 no.2
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    • pp.221-243
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    • 2003
  • Sudden sensorineural hearing loss may be defined as a severe loss of hearing occurring within a short space of time without any obvious cause. Its etiology is not verified yet, treatment and prognosis are uncertain. Objectives: We reviewed 6 cases of patients who hospitalized in Kyunghee Oriental Medical Center Dept. of Otolaryngology. Using the criteria of Siegel and Research Team of the Japanese Ministry of Health and Welfare of Japan, We are to evaluate the effect of Herb medication, Acupuncture therapy, and Negative therapy. We also attempted to search effective methods of therapy of sudden sensorineural hearing loss. Methods: We treated them with Oyaksunki-san(烏藥順氣散) for softening qi-stagnation and supressing 'Wind'(順氣治風), Chungsimjihwang-tang(淸心地黃湯) for strengthening 'Heart' and 'Kidney'(補心益腎), Boikyangwi-tang(補益養胃湯) for strengthening 'Wi-qi' and 'Stomach'(補衛(胃)氣). We also used acupuncture therapy and negative therapy based on the textbook of Acupuncture and Moxibustion. Results: One patient recovered completely after 5 days therapy, two patient markedly, another two patient slightly and one patient had no improvement. Conclusions: To treat sudden hearing loss, we can use Oyaksunki-san(烏藥順氣散) in the early stage of the disease. We can treat with Chungsimjihwang-tang(淸心地黃湯) and Boikyangwi-tang(補益養胃湯) in the late period of the disease, and administer Jaeumgenby-tang(滋蔭健脾湯) for suppressing tinnitus. If there is evidence of viral infection and the patient have too severe hearing loss, We can also use steroid in combination with Herb medication in the early stage of the disease. The Western medicine demonstrated that the start time of treatment had influence on recovery. If we started Oriental medical treatment within a week from the onset of sudden deafness. we will obtain the desired results. As the Western medical treatment does, Oriental medical therapy may have no effect after one month from onset of the disease.

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Vibration and Ergonomic Exposures Associated With Musculoskeletal Disorders of the Shoulder and Neck

  • Charles, Luenda E.;Ma, Claudia C.;Burchfiel, Cecil M.;Dong, Renguang G.
    • Safety and Health at Work
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    • v.9 no.2
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    • pp.125-132
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    • 2018
  • Background: According to the US Bureau of Labor Statistics, musculoskeletal disorders (MSDs) accounted for 32% of all nonfatal injury and illness cases in 2014 among full-time workers. Our objective was to review and summarize the evidence linking occupational exposures to vibration and awkward posture with MSDs of the shoulder and neck. Methods: A literature search was conducted using the terms musculoskeletal disorders, vibration, and awkward posture. All types of observational epidemiologic studies, with the exception of case reports, published during 1998-2015 were included. Databases searched were MEDLINE (Ovid), Embase (Ovid), Scopus, Ergonomic Abstracts, NIOSHTIC-2, and Health and Safety Science Abstracts. Results: Occupational exposures to whole-body or hand-arm vibration were significantly associated with or resulted in MSDs of the shoulder and neck. Awkward postures while working were also associated with MSDs in these locations. These findings were consistent across study designs, populations, and countries. Conclusion: Occupational exposure to vibration and awkward posture are associated with shoulder and neck MSDs. Longitudinal studies are required to elucidate the mechanisms responsible for these associations, and intervention studies are warranted.

Therapeutic Effects of Botanicals Used in Management of Dhiq al-Nafas (Bronchial Asthma): An Evidence Based Review

  • Ahmad, Taufiq;Parray, Shabir Ahmad;Ahmad, Naseem;Khan, Javed Ahmad;Zohaib, Sharique
    • CELLMED
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    • v.9 no.1
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    • pp.3.1-3.5
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    • 2019
  • Bronchial asthma is one of the most common chronic diseases globally and currently affects approximately 300 million people worldwide. As per scientific data, approximately 10-12% of adults; and 15% of children are affected by the disease. The increasing global prevalence of the disease imposes a high health care costs into its mechanisms and treatment. Unani system of medicine (USM) is a well known traditional therapy for number of diseases since ancient times. Time has proved that USM has a special role in treatment of chronic diseases, due its special Usooleillaj (Line of treatment). Dhiq al-Nafas (bronchial asthma) is also considered as a chronic disease. Since ancient times, the disease was cured by number of single as well as compound formulations by renowned Unani scholars. This review provides a comprehensive summary of medicinal plant throughout the world, with reference to renowned Unani scholars and physicians for treatment of Dhiq al-Nafas. A number of Unani single and compound drugs, highly efficacious and safe drugs are available for the asthma. The data were taken from classical literature of USM, Modern reference books & electronic journals. The recent information was collected from different authentic search engines. This review will provide the centuries therapeutic information's of classical literature and recent scientific studies of 12 herbal drugs mentioned in USM, which will help the academia, clinicians, research scholars and post graduate students from Unani Medicine, Traditional & Complementary Medicine and other related disciplines, having research interest or work in the Unani medicine.

The Literature Review on Life style Intervention Program for the Prevention of Cardiovascular Disease (심뇌혈관질환 예방을 위한 생활습관 개선 프로그램에 관한 문헌분석 연구)

  • Yang, Hye Kyung
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.1
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    • pp.157-166
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    • 2022
  • This study is a literature analysis study that analyzed program intervention research papers to understand the characteristics of lifestyle intervention programs to prevent cardiovascular disease. The final 18 papers were selected by applying search terms such as "cardio-cerebrovascular disease" and "intervention" through electronic databases such as Pubmed. As for the criteria for selecting program participants in the study, physiological criteria were mainly used, and there were many programs that mediated physical activity and eating habits. Education was the most widely used intervention type, and there were many studies that combined and applied several interventions. During the intervention period, long-term interventions averaged more than 22 weeks, and biophysical indicators were most frequently used as effect indicators for measuring the intervention effect. Through this study, it is suggested that environmental and social support is needed to develop intervention programs considering the interrelationship of various lifestyle habits and maintain healthy lifestyle habits.

Prevalence and Impact of Comorbidities in Individuals with Chronic Obstructive Pulmonary Disease: A Systematic Review

  • dos Santos, Natasha Cordeiro;Miravitlles, Marc;Camelier, Aquiles Assuncao;de Almeida, Victor Durier Cavalcanti;Maciel, Roberto Rodrigues Bandeira Tosta;Camelier, Fernanda Warken Rosa
    • Tuberculosis and Respiratory Diseases
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    • v.85 no.3
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    • pp.205-220
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    • 2022
  • This study aimed to describe the prevalence of comorbidities associated with chronic obstructive pulmonary disease (COPD) and their relation with relevant outcomes. A systematic review based on the PRISMA methodology was performed from January 2020 until July 2021. The MEDLINE, Lilacs, and Scielo databases were searched to identify studies related to COPD and its comorbidities. Observational studies on the prevalence of comorbidities in COPD patients and costs with health estimates, reduced quality of life, and mortality were included. Studies that were restricted to one or more COPD pain assessments and only specific comorbidities such as osteoporosis, bronchitis, and asthma were excluded. The initial search identified 1,409 studies and after applying the inclusion and exclusion criteria, 20 studies were finally selected for analysis (comprising data from 447,459 COPD subjects). The most frequent COPD comorbidities were: hypertension (range, 17%-64.7%), coronary artery disease (19.9%-47.8%), diabetes (10.2%-45%), osteoarthritis (18%-43.8%), psychiatric conditions (12.1%-33%), and asthma (14.7%-32.5%). Several comorbidities had an impact on the frequency and severity of COPD exacerbations, quality of life, and mortality risk, in particular malignancies, coronary artery disease, chronic heart failure, and cardiac arrhythmias. Comorbidities, especially cardiovascular diseases and diabetes, are frequent in COPD patients, and some of them are associated with higher mortality.

Chuna Manual Therapy on Gynecologic Disease: A Systematic Review and Meta-analysis (부인과 질환에 대한 추나 요법: 체계적 문헌 고찰 및 메타분석)

  • Yeon-Woo Lee;Jae-Uk Sul;Jin-Hyun Lee;Dong-Chan Jo;Yun-Kyung Song;Man-Suk Hwang
    • The Journal of Churna Manual Medicine for Spine and Nerves
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    • v.17 no.2
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    • pp.27-37
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    • 2022
  • Objectives This study aimed to investigate the clinical trial trends of Chuna manual therapy (CMT) on gynecologic disease and suggest the effectiveness and safety evidence for further study. Methods We searched nine electronic databases (CENTRAL, CiNii, CNKI, EMBASE, KMbase, KISS, MEDLINE PubMed, NDSL, and OASIS) using the search terms "Chuna" and "Tuina" and identified relevant literature that investigated the CMT as an intervention for gynecologic disease. All relevant papers were extracted and selected to be analyzed. Results Among the 1456 studies that were searched and screened, 18 randomized controlled trials (RCTs) satisfied the designated criteria. A meta-analysis showed that CMT had a curative effect on patients with primary dysmenorrhea, postpartum hypogalactia, breast hyperplasia, postpartum urinary retention, and pelvic pain. Conclusions Based on this study, CMT should be comprehensively considered for gynecologic disease. The treatment response was significantly enhanced after treatment; however, there were some limitations in the study. More well-designed RCTs are needed to ensure that all gynecologic patients have a safe and effective therapy.