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Fulltext A machine learning approach of predicting high potential archers by means of physical fitness indicators

Muazu Musa R, P P Abdul Majeed A, Taha Z, Chang SW, Ab Nasir AF, Abdullah MR

PLoS One, 2019;14(1):e0209638.
PMID: 30605456 DOI: 10.1371/journal.pone.0209638

k-nearest neighbour (k-NN) has been shown to be an effective learning algorithm for classification and prediction. However, the application of k-NN for prediction and classification in specific sport is still in its infancy. The present study classified and predicted high and low potential archers from a set of physical fitness variables trained on a variation of k-NN algorithms and logistic regression. 50 youth archers with the mean age and standard deviation of (17.0 ± 0.56) years drawn from various archery programmes completed a one end archery shooting score test. Standard fitness measurements of the handgrip, vertical jump, standing broad jump, static balance, upper muscle strength and the core muscle strength were conducted. Multiple linear regression was utilised to ascertain the significant variables that affect the shooting score. It was demonstrated from the analysis that core muscle strength and vertical jump were statistically significant. Hierarchical agglomerative cluster analysis (HACA) was used to cluster the archers based on the significant variables identified. k-NN model variations, i.e., fine, medium, coarse, cosine, cubic and weighted functions as well as logistic regression, were trained based on the significant performance variables. The HACA clustered the archers into high potential archers (HPA) and low potential archers (LPA). The weighted k-NN outperformed all the tested models at itdemonstrated reasonably good classification on the evaluated indicators with an accuracy of 82.5 ± 4.75% for the prediction of the HPA and the LPA. Moreover, the performance of the classifiers was further investigated against fresh data, which also indicates the efficacy of the weighted k-NN model. These findings could be valuable to coaches and sports managers to recognise high potential archers from a combination of the selected few physical fitness performance indicators identified which would subsequently save cost, time and energy for a talent identification programme.

Matched MeSH terms: Forecasting/methods*
Is it worth repairing rheumatic mitral valve disease in children? Long-term outcomes of an aggressive approach to rheumatic mitral valve repair compared to replacement in young patients

Krishna Moorthy PS, Sivalingam S, Dillon J, Kong PK, Yakub MA

Interact Cardiovasc Thorac Surg, 2019 02 01;28(2):191-198.
PMID: 30085022 DOI: 10.1093/icvts/ivy234

OBJECTIVES: Contemporary experience in mitral valve (MV) repair for children with rheumatic heart disease (RHD) is limited, despite the potential advantages of repair over replacement. We reviewed our long-term outcomes of rheumatic MV repair and compared them with the outcomes of MV replacement in children with RHD.
METHODS: This study is a review of 419 children (≤18 years) with RHD who underwent primary isolated MV surgery between 1992 and 2015, which comprised MV repair (336 patients; 80.2%) and MV replacement (83 patients; 19.8%). The replacement group included mechanical MV replacements (MMVRs) (n = 69 patients; 16.5%) and bioprosthetic MV replacements (n = 14 patients; 3.3%). The mean age with standard deviation at the time of operation was 12.5 ± 3.5 (2-18) years. Mitral regurgitation (MR) was predominant in 390 (93.1%) patients, and 341 (81.4%) patients showed ≥3+ MR. The modified Carpentier reconstructive techniques were used for MV repair.
RESULTS: Overall early mortality was 1.7% (7 patients). The mean follow-up was 5.6 years (range 0-22.3 years; 94.7% complete). Survival of patients who underwent repair was 93.9% both at 10 and 20 years, which was superior than that of replacement (P

Matched MeSH terms: Forecasting*
The birth prevalence, severity, and temporal trends of congenital heart disease in the middle-income country: A population-based study

Mat Bah MN, Sapian MH, Jamil MT, Abdullah N, Alias EY, Zahari N

Congenit Heart Dis, 2018 Nov;13(6):1012-1027.
PMID: 30289622 DOI: 10.1111/chd.12672

OBJECTIVES: There is limited data on congenital heart disease (CHD) from the lower- and middle-income country. We aim to study the epidemiology of CHD with the specific objective to estimate the birth prevalence, severity, and its trend over time.

DESIGN: A population-based study with data retrieved from the Pediatric Cardiology Clinical Information System, a clinical registry of acquired and congenital heart disease for children.

SETTING: State of Johor, Malaysia.

PATIENTS: All children (0-12 years of age) born in the state of Johor between January 2006 and December 2015.

INTERVENTION: None.

OUTCOME MEASURE: The birth prevalence, severity, and temporal trend over time.

RESULTS: There were 531,904 live births during the study period with 3557 new cases of CHD detected. Therefore, the birth prevalence of CHD was 6.7 per 1000 live births (LB) (95% confidence interval [CI]: 6.5-6.9). Of these, 38% were severe, 15% moderate, and 47% mild lesions. Hence, the birth prevalence of mild, moderate, and severe CHD was 3.2 (95% CI: 3.0-3.3), 0.9 (95% CI: 0.9- 1.1), and 2.6 (95% CI: 2.4-2.7) per 1000 LB, respectively. There was a significant increase in the birth prevalence of CHD, from 5.1/1000 LB in 2006 to 7.8/1000 LB in 2015 (P

Matched MeSH terms: Forecasting*
Computers stand out at Tenth Population Census Conference

Hearn RL

Asian Pac Cens Forum, 1985 May;11(4):1-4, 9-14, 16.
PMID: 12267276
Matched MeSH terms: Forecasting*
Fulltext Therapeutic radionuclides in nuclear medicine: current and future prospects

Yeong CH, Cheng MH, Ng KH

J Zhejiang Univ Sci B, 2014 Oct;15(10):845-63.
PMID: 25294374 DOI: 10.1631/jzus.B1400131

The potential use of radionuclides in therapy has been recognized for many decades. A number of radionuclides, such as iodine-131 ((131)I), phosphorous-32 ((32)P), strontium-90 ((90)Sr), and yttrium-90 ((90)Y), have been used successfully for the treatment of many benign and malignant disorders. Recently, the rapid growth of this branch of nuclear medicine has been stimulated by the introduction of a number of new radionuclides and radiopharmaceuticals for the treatment of metastatic bone pain and neuroendocrine and other malignant or non-malignant tumours. Today, the field of radionuclide therapy is enjoying an exciting phase and is poised for greater growth and development in the coming years. For example, in Asia, the high prevalence of thyroid and liver diseases has prompted many novel developments and clinical trials using targeted radionuclide therapy. This paper reviews the characteristics and clinical applications of the commonly available therapeutic radionuclides, as well as the problems and issues involved in translating novel radionuclides into clinical therapies.

Matched MeSH terms: Forecasting
Advances in stem cells technologies and their commercialization potential

Kamarul T

Expert Rev Clin Pharmacol, 2013 Jul;6(4):363-5.
PMID: 23927663 DOI: 10.1586/17512433.2013.811804

The World Stem Cells & Regenerative Medicine Congress Asia 2013 held in Singapore from 19-21 March 2013 was attended by over 2000 industry attendees and 5000 registered visitors. The focus of the congress was to discuss potential uses of stem cells for various diagnostic and therapeutic applications, their market opportunity and the latest R&D, which would potentially find its way into the market in not too distant future. In addition to the traditional lectures presented by academic and industry experts, there were forums, discussions, posters and exhibits, which provided various platforms for researchers, potential industry partners and even various interest groups to discuss prospective development of the stem cell-related industry.

Matched MeSH terms: Forecasting
Recent trends for practical rehabilitation robotics, current challenges and the future

Yakub F, Md Khudzari AZ, Mori Y

Int J Rehabil Res, 2014 Mar;37(1):9-21.
PMID: 24126254 DOI: 10.1097/MRR.0000000000000035

This paper presents and studies various selected literature primarily from conference proceedings, journals and clinical tests of the robotic, mechatronics, neurology and biomedical engineering of rehabilitation robotic systems. The present paper focuses of three main categories: types of rehabilitation robots, key technologies with current issues and future challenges. Literature on fundamental research with some examples from commercialized robots and new robot development projects related to rehabilitation are introduced. Most of the commercialized robots presented in this paper are well known especially to robotics engineers and scholars in the robotic field, but are less known to humanities scholars. The field of rehabilitation robot research is expanding; in light of this, some of the current issues and future challenges in rehabilitation robot engineering are recalled, examined and clarified with future directions. This paper is concluded with some recommendations with respect to rehabilitation robots.

Matched MeSH terms: Forecasting
Projecting social support needs of informal caregivers in Malaysia

Abu Bakar SH, Weatherley R, Omar N, Abdullah F, Mohamad Aun NS

Health Soc Care Community, 2014 Mar;22(2):144-54.
PMID: 24024495 DOI: 10.1111/hsc.12070

This article presents the findings of a self-report study of the consequences of being an informal caregiver in Malaysia. The aim of this exploratory study was to examine Malaysian efforts in assisting informal caregivers, based on an analysis of the issues and concerns raised by the caregivers themselves. Data were obtained from a cross-sectional survey of informal caregivers in 2009. This sample comprised parents, spouses and/or adult siblings, and adult children, caring for their children, spouses or siblings and parents who were chronically ill and/or had a disability. Of 300 prospective participants, only 175 could be located (58%), but all those contacted agreed to participate. Respondents were randomly selected and interviewed using a structured questionnaire to identify the emotional, financial, social and physical issues consequent upon being a caregiver. Most respondents reported that their care-giving responsibilities had impacted their emotional, financial, social and/or physical well-being. Inadequate and/or uncertain income was by far the greatest concern followed in descending order by social, physical and emotional consequences. The one-way analysis of variance showed significant differences among the three categories of caregivers with respect to physical and emotional consequences. The findings show that care-giving has detrimental effects on the lives of informal caregivers, and that they are in significant need of social support to help them deal with care-giving tasks and responsibilities. Based on the findings, an integrated social support programme is proposed, tailored to the needs of informal caregivers.

Matched MeSH terms: Forecasting
Identifying factors associated with diagnostic concordance/discordance in oral lichen planus

Siar CH, Lim JS, Tang SP, Chia HS, Loh YM, Ng KH

J Oral Maxillofac Surg, 2013 Oct;71(10):1688-93.
PMID: 23773425 DOI: 10.1016/j.joms.2013.04.026

To identify factors associated with concordance and discordance between clinical and histopathologic diagnoses of oral lichen planus lesions.

Matched MeSH terms: Forecasting
Fulltext Predictive modeling and mapping of Malayan Sun Bear (Helarctos malayanus) distribution using maximum entropy

Nazeri M, Jusoff K, Madani N, Mahmud AR, Bahman AR, Kumar L

PLoS One, 2012;7(10):e48104.
PMID: 23110182 DOI: 10.1371/journal.pone.0048104

One of the available tools for mapping the geographical distribution and potential suitable habitats is species distribution models. These techniques are very helpful for finding poorly known distributions of species in poorly sampled areas, such as the tropics. Maximum Entropy (MaxEnt) is a recently developed modeling method that can be successfully calibrated using a relatively small number of records. In this research, the MaxEnt model was applied to describe the distribution and identify the key factors shaping the potential distribution of the vulnerable Malayan Sun Bear (Helarctos malayanus) in one of the main remaining habitats in Peninsular Malaysia. MaxEnt results showed that even though Malaysian sun bear habitat is tied with tropical evergreen forests, it lives in a marginal threshold of bio-climatic variables. On the other hand, current protected area networks within Peninsular Malaysia do not cover most of the sun bears potential suitable habitats. Assuming that the predicted suitability map covers sun bears actual distribution, future climate change, forest degradation and illegal hunting could potentially severely affect the sun bear's population.

Matched MeSH terms: Forecasting
Trends in sustainable landfilling in Malaysia, a developing country

Fauziah SH, Agamuthu P

Waste Manag Res, 2012 Jul;30(7):656-63.
PMID: 22455994 DOI: 10.1177/0734242X12437564

In Malaysia, landfills are being filled up rapidly due to the current daily generation of approximately 30,000 tonnes of municipal solid waste. This situation creates the crucial need for improved landfilling practices, as sustainable landfilling technology is yet to be achieved here. The objective of this paper is to identify and evaluate the development and trends in landfilling practices in Malaysia. In 1970, the disposal sites in Malaysia were small and prevailing waste disposal practices was mere open-dumping. This network of relatively small dumps, typically located close to population centres, was considered acceptable for a relatively low population of 10 million in Malaysia. In the 1980s, a national programme was developed to manage municipal and industrial wastes more systematically and to reduce adverse environmental impacts. The early 1990s saw the privatization of waste management in many parts of Malaysia, and the establishment of the first sanitary landfills for MSW and an engineered landfill (called 'secure landfill' in Malaysia) for hazardous waste. A public uproar in 2007 due to contamination of a drinking water source from improper landfilling practices led to some significant changes in the government's policy regarding the country's waste management strategy. Parliament passed the Solid Waste and Public Cleansing Management (SWPCM) Act 2007 in August 2007. Even though the Act is yet to be implemented, the government has taken big steps to improve waste management system further. The future of the waste management in Malaysia seems somewhat brighter with a clear waste management policy in place. There is now a foundation upon which to build a sound and sustainble waste management and disposal system in Malaysia.

Matched MeSH terms: Forecasting
Drug-eluting balloons: future potential indications and applications

Choo GH

EuroIntervention, 2011 May;7 Suppl K:K112-8.
PMID: 22027720 DOI: 10.4244/EIJV7SKA19

The drug-eluting balloon (DEB) is an exciting new technology that holds much promise. As an evolving technology undergoing intensive research, the device is being constantly refined and its numerous potential applications studied. Though initially created to fulfil specific needs in the coronary vasculature, there is great potential for its use in other vascular territories and structures including the management of valvular, congenital heart and neuro-interventional pathologies. In addition, the application of this device in conjunction with other existing technologies may enhance the clinical results.

Matched MeSH terms: Forecasting
Municipal solid waste management in Malaysia: practices and challenges

Manaf LA, Samah MA, Zukki NI

Waste Manag, 2009 Nov;29(11):2902-6.
PMID: 19540745 DOI: 10.1016/j.wasman.2008.07.015

Rapid economic development and population growth, inadequate infrastructure and expertise, and land scarcity make the management of municipal solid waste become one of Malaysia's most critical environmental issues. The study is aimed at evaluating the generation, characteristics, and management of solid waste in Malaysia based on published information. In general, the per capita generation rate is about 0.5-0.8 kg/person/day in which domestic waste is the primary source. Currently, solid waste is managed by the Ministry of Housing and Local Government, with the participation of the private sector. A new institutional and legislation framework has been structured with the objectives to establish a holistic, integrated, and cost-effective solid waste management system, with an emphasis on environmental protection and public health. Therefore, the hierarchy of solid waste management has given the highest priority to source reduction through 3R, intermediate treatment and final disposal.

Matched MeSH terms: Forecasting
Prediction of severe hyperbilirubinaemia using the Bilicheck transcutaneous bilirubinometer

Boo NY, Ishak S

J Paediatr Child Health, 2007 Apr;43(4):297-302.
PMID: 17444833

To determine the sensitivity and specificity of different levels of bilirubin measured by the transcutaneous bilirubinometer Bilicheck on forehead and sternum for predicting severe hyperbilirubinaemia of total serum bilirubin (TSB)>or=300 micromol/L in Malay, Chinese and Indian infants.

Matched MeSH terms: Forecasting
Future needs and wants in medical education--the UPM experience

Azhar MZ

Med J Malaysia, 2005 Aug;60 Suppl D:24-7.
PMID: 16315619

Medical schools have existed in Malaysia for a very long time. The majority of practicing doctors has trained locally. From the early nineteen sixties when the first medical school was established to the current 7 public medical faculties, the standards of local trained doctors have always been exemplary. Now with more need for doctors to serve the country and the mushrooming of medical schools, the question of needs and wants of future medical schools and medical education need to be addressed. In this paper I will try to highlight what we in Universiti Putra Malaysia have been working on to improve the Medical and Health Sciences faculty to achieve greater heights to reach the future in the shortest possible time.

Matched MeSH terms: Forecasting
Landfill area estimation based on integrated waste disposal options and solid waste forecasting using modified ANFIS model

Younes MK, Nopiah ZM, Basri NE, Basri H, Abushammala MF, Younes MY

Waste Manag, 2016 Sep;55:3-11.
PMID: 26522806 DOI: 10.1016/j.wasman.2015.10.020

Solid waste prediction is crucial for sustainable solid waste management. The collection of accurate waste data records is challenging in developing countries. Solid waste generation is usually correlated with economic, demographic and social factors. However, these factors are not constant due to population and economic growth. The objective of this research is to minimize the land requirements for solid waste disposal for implementation of the Malaysian vision of waste disposal options. This goal has been previously achieved by integrating the solid waste forecasting model, waste composition and the Malaysian vision. The modified adaptive neural fuzzy inference system (MANFIS) was employed to develop a solid waste prediction model and search for the optimum input factors. The performance of the model was evaluated using the root mean square error (RMSE) and the coefficient of determination (R(2)). The model validation results are as follows: RMSE for training=0.2678, RMSE for testing=3.9860 and R(2)=0.99. Implementation of the Malaysian vision for waste disposal options can minimize the land requirements for waste disposal by up to 43%.

Matched MeSH terms: Forecasting
Prediction of municipal solid waste generation using nonlinear autoregressive network

Younes MK, Nopiah ZM, Basri NE, Basri H, Abushammala MF, Maulud KN

Environ Monit Assess, 2015 Dec;187(12):753.
PMID: 26573690 DOI: 10.1007/s10661-015-4977-5

Most of the developing countries have solid waste management problems. Solid waste strategic planning requires accurate prediction of the quality and quantity of the generated waste. In developing countries, such as Malaysia, the solid waste generation rate is increasing rapidly, due to population growth and new consumption trends that characterize society. This paper proposes an artificial neural network (ANN) approach using feedforward nonlinear autoregressive network with exogenous inputs (NARX) to predict annual solid waste generation in relation to demographic and economic variables like population number, gross domestic product, electricity demand per capita and employment and unemployment numbers. In addition, variable selection procedures are also developed to select a significant explanatory variable. The model evaluation was performed using coefficient of determination (R(2)) and mean square error (MSE). The optimum model that produced the lowest testing MSE (2.46) and the highest R(2) (0.97) had three inputs (gross domestic product, population and employment), eight neurons and one lag in the hidden layer, and used Fletcher-Powell's conjugate gradient as the training algorithm.

Matched MeSH terms: Forecasting
Nanospray Drying Technology: Existing Limitations and Future Challenges

Wui WT

Recent Pat Drug Deliv Formul, 2015;9(3):185-6.
PMID: 25966873
Matched MeSH terms: Forecasting
Tobacco and the Commonwealth: a call to action

Krishnan P, Mungherera M, Jones SB

Lancet, 2003 May 17;361(9370):1669-70.
PMID: 12767730 DOI: 10.1016/S0140-6736(03)13381-8
Matched MeSH terms: Forecasting
Encephalitis in the 21 st century

Marra CM

Semin Neurol, 2000;20(3):323-7.
PMID: 11051296

As the 21st century begins, several outbreaks of encephalitis have been reported. An examination of these outbreaks brings into focus important epidemiological developments. Specifically, urbanization and encroachment on natural environments, the ease of world travel, and global trade can lead to spread of vectors and viruses from the developing world to the developed world. This review focuses on two recent epidemics of encephalitis: West Nile virus encephalitis in the eastern United States and Nipah virus encephalitis in Malaysia and Singapore. These examples demonstrate spread of a known viral agent from an endemic area to an area in which it had not previously been found and identification of a new viral agent. Infectious diseases in the developed world once considered "exotic" are now potential threats to all patients.

Matched MeSH terms: Forecasting

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