Statistical Machine Learning Techniques for the Prediction of Learning Disabilities in School-Age Children

Learning Disability (LD) is a general term that describes specific kinds of learning problems. It is a neurological condition that affects a child's brain and impairs his ability to carry out one or many specific tasks. The learning disabled children are neither slow nor mentally retarded. This disorder can make it problematic for a child to learn as quickly or in the same way as some child who isn't affected by a learning disability. An affected child can have normal or above average intelligence. They may have difficulty paying attention, with reading or letter recognition, or with mathematics. It does not mean that children who have learning disabilities are less intelligent. In fact, many children who have learning disabilities are more intelligent than an average child. Learning disabilities vary from child to child. One child with LD may not have the same kind of learning problems as another child with LD. There is no cure for learning disabilities and they are life-long. However, children with LD can be high achievers and can be taught ways to get around the learning disability. In this research work, data mining using machine learning techniques are used to analyze the symptoms of LD, establish interrelationships between them and evaluate the relative importance of these symptoms. To increase the diagnostic accuracy of learning disability prediction, a knowledge based tool based on statistical machine learning or data mining techniques, with high accuracy,according to the knowledge obtained from the clinical information, is proposed. The basic idea of the developed knowledge based tool is to increase the accuracy of the learning disability assessment and reduce the time used for the same. Different statistical machine learning techniques in data mining are used in the study. Identifying the important parameters of LD prediction using the data mining techniques, identifying the hidden relationship between the symptoms of LD and estimating the relative significance of each symptoms of LD are also the parts of the objectives of this research work. The developed tool has many advantages compared to the traditional methods of using check lists in determination of learning disabilities. For improving the performance of various classifiers, we developed some preprocessing methods for the LD prediction system. A new system based on fuzzy and rough set models are also developed for LD prediction. Here also the importance of pre-processing is studied. A Graphical User Interface (GUI) is designed for developing an integrated knowledge based tool for prediction of LD as well as its degree. The designed tool stores the details of the children in the student database and retrieves their LD report as and when required. The present study undoubtedly proves the effectiveness of the tool developed based on various machine learning techniques. It also identifies the important parameters of LD and accurately predicts the learning disability in school age children. This thesis makes several major contributions in technical, general and social areas. The results are found very beneficial to the parents, teachers and the institutions. They are able to diagnose the child’s problem at an early stage and can go for the proper treatments/counseling at the correct time so as to avoid the academic and social losses.

Decent work?

Pastoralism and ranching are two different rangeland-based livestock systems in dryland areas of East Africa. Both usually operate under low and irregular rainfall and consequently low overall primary biomass production of high spatial and temporal heterogeneity. Both are usually located far from town centres, market outlets and communication, medical, educational, banking, insurance and other infrastructure. Whereas pastoralists can be regarded as self-employed, gaining their livelihood from managing their individually owned livestock on communal land, ranches mostly employ herders as wage labourers to manage the livestock owned by the ranch on the ranches’ own land property. Both production systems can be similarly labour intensive and – with regard to the livestock management – require the same type of work, whether carried out as self-employed pastoralist or as employed herder on a work contract. Given this similarity, the aim of this study was to comparatively assess how pastoralists and employed herders in northern Kenya view their working conditions, and which criteria they use to assess hardship and rewards in their daily work and their working life. Their own perception is compared with the concept of Decent Work developed by the International Labour Organisation (ILO). Samburu pastoralists in Marsabit and Samburu Districts as well as herders on ranches in Laikipia District were interviewed. A qualitative analysis of 47 semi-structured interviews yielded information about daily activities, income, free time, education and social security. Five out of 22 open interviews with pastoralists and seven out of 13 open interviews with employed herders fully transcribed and subjected to qualitative content analysis to yield life stories of 12 informants. Pastoralists consider it important to have healthy and satisfied animals. The ability to provide food for their family especially for the children has a high priority. Hardships for the pastoralists are, if activities are exhausting, and challenging, and dangerous. For employed herders, decent conditions are if their wages are high enough to be able to provide food for their family and formal education for their children. It is further most important for them to do work they are experienced and skilled in. Most employed herders were former pastoralists, who had lost their animals due to drought or raids. There are parallels between the ILO ‘Decent Work’ concept and the perception of working conditions of pastoralists and employed herders. These are, for example, that remuneration is of importance and the appreciation by either the employer or the community is desired. Some aspects that are seen as important by the ILO such as safety at work and healthy working conditions only play a secondary role to the pastoralists, who see risky and dangerous tasks as inherent characteristics of their efforts to gain a livelihood in their living environment.

Job satisfaction in a developing country: exploring the work-family rivalry

This paper empirically analyzes the relationship between familiar duties and job satisfaction in a developing country by using four different indexes. This analysis includes objective measures and subjective measures from data gathered in Colombia. In contrast to previous literature, objective measures are included through the interactive effects between the family responsibilities variables and the gender. Subjective measures are evaluated using the job-family compatibility perception. Our findings show that women tend to be less satisfied at work as the number of children increases, while men are more prone to satisfaction at work when they are single thus showing the importance given to the use of their own time. It also reveals that job- family compatibility is an important determinant of job satisfaction.

L'herència deweyana: la Philosophy for Children de Matthew Lipman i les bases del coneixement

L'objectiu d'aquest treball s'emmarca dintre del que tradicionalment s'ha anomenat teoria del coneixement, perquè pretén examinar alguns conceptes bàsics que fonamenten i participen en el procés de coneixement. Tot això, des duna perspectiva clarament pragmatista i, més específicament, deweyana. Optar per una perspectiva clarament deweyana suposa una reformulació de nocions tradicionalment emprades per la filosofia en general i per la teoria del coneixement en particular. Els primers conceptes afectats són els de "filosofia" i "coneixement", que hauran de ser reconstruïts. Però si la noció de coneixement ha de ser replantejada, també ho haurà de ser la qüestió de les seves bases: en el millor dels casos, les bases tradicionals del coneixement no podran ser interpretades com fins ara; en el pitjor dels casos, caldrà substituir-les per noves bases. És evident que no es pot construir un nou edifici sobre vells fonaments. Així, l'anàlisi de les bases del coneixement haurà d'incidir en les diferències respecte a la interpretació tradicional del coneixement. Aquesta investigació estableix, com a hipòtesi inicial, que la noció reconstruïda de coneixement té com a condicions de possibilitat - el que hem anomenat "bases del coneixement" - l'experiència, la comunitat de recerca i el judici. Si és cert que són condicions de possibilitat del coneixement, aleshores haurien d'aparèixer com a nocions fonamentals de qualsevol teoria del coneixement - sempre que s'acceptin d'entrada els pressupòsits pragmatistes. D'altra banda, el coneixement sempre ha estat vinculat a l'educació. Així, segons la visió tradicional, el coneixement era substancial, mentre que l'educació (identificada amb la instrucció) era el procés pel qual s'adquiria aquesta fi-en-si. Ara bé, que el coneixement ja no sigui substancial sinó instrumental no significa que desaparegui la seva íntima relació amb l'educació, sinó que - necessàriament - es replantegi: l'educació passa a ser el procés obert, social, de diàleg, en el qual es desenvolupa el coneixement; un coneixement que ja no és un fi-en-si sinó que retroalimenta el mateix procés "educatiu", enriquint-lo. Hem dit que les condicions de possibilitat del coneixement són l'experiència, la comunitat de recerca i el judici. Però, alhora, aquests resulten ser també els fonaments filosòfics de l'educació; respondre realment a les necessitats dels individus i de la societat. Experiència, recerca, diàleg i judici sorgeixen tant de la mateixa naturalesa de la filosofia com de la naturalesa de l'educació. Són alhora elements d'una filosofia reconstruïda i assumpcions del paradigma reflexiu en l'educació. Així doncs, podríem dir que el judici, l'experiència de l'individu i la comunitat de recerca (aquesta en tant que context en què es donen el diàleg filosòfic i la recerca) esdevenen pressupòsits inevitables de la "nova" filosofia i de la "nova educació. "Aprendre a pensar pel propi compte" - que apareix com a l'objectiu de l'educació - suposa atendre a totes i cadascuna d'aquestes bases. En aquest context, la filosofia o teoria de l'educació esdevé una teoria filosòfica del coneixement: una reflexió sobre el coneixement i el pensament, sobre les condicions de possibilitat del coneixement, sobre els seus límits. Aquest plantejament s'enfronta explícitament a altres alternatives força més comunes i que volem intentar d'evitar: -un estudi de la filosofia de l'educació i/o de la teoria del coneixement simplement historicista, com a mer compendi de teories i autors ordenats més o menys cronològicament; -una reflexió abstracta sobre el coneixement, sense cap mena de contrastació empírica; -una investigació sociològica sobre el coneixement en el qual es privilegiïn els condicionaments sociològics (que no vol dir necessàriament socials) de l'adquisició del coneixement basant-se en realitats culturals i educatives existents però oblidant tot fonament filosòfic; o -una teoria sobre el coneixement de caire marcadament psicologista. Per tal d'evitar fer hipòtesis i reflexions en el buit, concretem el nostre estudi en un projecte concret: Philosophy for Children, perquè entenem que és una teoria del coneixement portada a la pràctica filosòfica; que posa en joc, doncs, les mateixes bases que garanteixen el coneixement. Així, aquesta investigació no és solament una reflexió sobre les bases epistemològiques de Philosophy for Children, ni una apologia del projecte, sinó que pretén posar i analitzar les bases d'una visió més global del coneixement prenent en consideració totes les seves vessants. En aquest sentit, Philosophy for Children en és útil en la mesura que serveix de suport concret per a la nostra anàlisi. Així doncs, establim que les bases del coneixement - en la seva acceptació pragmatista - són tres: experiència, comunitat de recerca i judici. Alhora, aquests elements són també condicions d'una educació reflexiva. Queden així estretament vinculades la filosofia i l'educació. Confirmar aquestes hipòtesis suposa una sèrie de passos: 1r. Analitzar la noció de filosofia que hi ha al darrera d'aquesta concepció del coneixement. No pretenem que les nostres conclusions siguin vàlides universalment (trairíem el mateix esperit pragmatista!) sinó solament que ho són en l'espai que queda delimitat per una determinada manera d'entendre la filosofia. 2n. Investigar cadascuna de les bases del coneixement en el context de les filosofies de Dewey i , especialment, de Lipman per tal d'oferir-ne una interpretació i veure en quina mesura es vinculen amb el coneixement. Això suposarà, en algun cas, recórrer a algun altre autor, per tal d'afinar més en la demarcació del concepte en qüestió. 3r. Clarificar el concepte d'educació relacionat amb el coneixement i establir els lligams corresponents amb cadascuna de les bases analitzades. Un cop fets aquests passos esperem que quedarà manifest que l'experiència, la comunitat de recerca i el judici són bases del coneixement i, alhora, elements essencials de qualsevol procés educatiu. Tot això, a més, ha d'anar acompanyat de l'exigència d'un paper actiu del filòsof en el procés educatiu. No n'hi ha prou amb "baixar la filosofia del cel a la terra"; cal que, a més, aquest descens repercuteixi en la manera com l'home es relaciona amb els altres i amb el seu entorn. Només així podrà ser superat el vell dualisme entre pensament i acció.

Physical and perceived noise levels within the neonatal intensive care unit of St. Louis Children's Hospital

This paper studies the success of the renovation of the Neonatal Intensive Care Unit at St. Louis Children's Hospital in reducing noise levels and improving the work environment.

Neurobehavioral Development in Children With Potential Exposure to Pesticides

Children may be at higher risk than adults from pesticide exposure, due to their rapidly developing physiology, unique behavioral patterns, and interactions with the physical environment. This preliminary study conducted in Ecuador examines the association between household and environmental risk factors for pesticide exposure and neurobehavioral development. We collected data over 6 months in the rural highland region of Cayambe, Ecuador (2003–2004). Children age 24–61 months residing in 3 communities were assessed with the Ages and Stages Questionnaire and the Visual Motor Integration Test. We gathered information on maternal health and work characteristics, the home and community environment, and child characteristics. Growth measurements and a hemoglobin finger-prick blood test were obtained. Multiple linear regression analyses were conducted. Current maternal employment in the flower industry was associated with better developmental scores. Longer hours playing outdoors were associated with lower gross and fine motor and problem solving skills. Children who played with irrigation water scored lower on fine motor skills (8% decrease; 95% confidence interval 9.31 to 0.53), problem-solving skills (7% decrease; 8.40 to 0.39), and Visual Motor Integration test scores (3% decrease; 12.00 to 1.08). These results suggest that certain environmental risk factors for exposure to pesticides may affect child development, with contact with irrigation water of particular concern. However, the relationships between these risk factors and social characteristics are complex, as corporate agriculture may increase risk through pesticide exposure and environmental contamination, while indirectly promoting healthy development by providing health care, relatively higher salaries, and daycare options.

Geographies of children, youth and families: an international perspective

This edited collection brings together international experts from the vibrant and growing field of geographies of children, youth and families. The book provides an overview of current conceptual and theoretical debates, and gives a wide range of examples of cutting-edge research from a variety of national contexts across the globe. The theme of 'disentangling the socio-spatial contexts of young people and/or their families' advances debates in geographies and social studies of young people and families by emphasising the context of young people's social agency. The book is designed to provide an introduction to the topic of geographies of children, youth and families and is an invaluable course text for undergraduate and postgraduate students of geography and the social sciences. This interdisciplinary text is also of likely interest to students and practitioners of education, youth work, social policy and social work.

Children's caring roles and responsibilities within the family in Africa

In many Sub-Saharan African countries, the care of chronically ill, disabled or elderly relatives is usually regarded as the responsibility of family members, within a broader landscape of often overburdened healthcare systems, the expense of medical fees, very limited access to social protection and policies that emphasise home-based care. Recent studies have demonstrated that children and youth, particularly girls and young women, take on considerable caring roles for chronically ill and elderly relatives in Africa. This article reviews the available research on young people’s caring roles and responsibilities within families affected by chronic illness and disability in Sub-Saharan Africa. I discuss how children’s caring roles challenge global and local constructions of childhood and suggest ways of conceptualising the socio-spatial and embodied dimensions of children’s everyday care work within diverse household forms. I analyse evidence on outcomes of care and children’s resilience in managing their caring responsibilities and examine the complex array of processes that influence whether children take on caring roles within the family. I argue that relational, intergenerational and lifecourse approaches to researching children’s caring responsibilities within the family have considerable potential for future geographical research and could provide further insights into the ways that care is embedded in social relations, cultural norms and structural inequalities operating in different configurations in particular places.

Ted Hughes: the development of a children's poet

This article looks at how Ted Hughes' poetry for children developed over more than 30 years of publication. It traces the movement from his earlier, more conventional rhyming poems, such as Meet My Folks! (1961) and Nessie the Mannerless Monster (1964), to the mature, free verse "animal poems" for older readers of Season Songs (1976c), Under the North Star (1981) and the "farmyard fable" What is the Truth? (1984). The article argues that the later lyrical poems for younger readers where Hughes returned to rhyme, The Cat and the Cuckoo (1987) and The Mermaid's Purse (1993), represent an undervalued final phase of Hughes' work for children which is rarely discussed by critics. The discussion considers Hughes' changing attitude to the concept of the "children's poet" at different periods of his career. Reference is made throughout to Hughes' own writing about children and poetry, such as Poetry in the Making (1967), and to parallel developments in his poetry for adults.

A double-blind, placebo-controlled, crossover-designed probiotic feeding study in children diagnosed with autistic spectrum disorders

There is growing interest in the role of gastrointestinal (GI) pathology and clinical expression of autism. Recent studies have demonstrated differences in the faecal clostridial populations harboured by autistic and non-autistic children. The potential of Lactobacillus plantarum WCSF1 (a probiotic) to modulate the gut microbiota of autistic subjects was investigated during a double-blind, placebo-controlled, crossover-designed feeding study. The faecal microbiota, gut function and behaviour scores of subjects were examined throughout the 12-week study. Lactobacillus plantarum WCFS1 feeding significantly increased Lab158 counts (lactobacilli and enterococci group) and significantly reduced Erec482 counts (Clostridium cluster XIVa) compared to placebo. Probiotic feeding also resulted in significant differences in the stool consistency compared to placebo and behaviour scores (total score and scores for some subscales) compared to baseline. The major finding of this work was the importance of study protocol in relation to the specific considerations of this subject population, with an extremely high dropout rate seen (predominantly during the baseline period). Furthermore, the relatively high inter-individual variability observed suggests that subsequent studies should use defined subgroups of autistic spectrum disorders, such as regressive or late-onset autism. In summary, the current study has highlighted the potential benefit of L. plantarum WCFS1 probiotic feeding in autistic individuals.

Investigating a robot as a therapy partner for children with autism

The aurora project is investigating the possibility of using a robotic platform as a therapy aid for--children with autism. Because of the nature of this disability, the robot could be beneficial in its ability--to present the children with a safe and comfortable environment and allow them to explore and learn--about the interaction space involved in social situations. The robotic platform is able to present--information along a limited number of channels and in a manner which the children are familiar with--from television and cartoons. Also, the robot is potentially able to adapt its behaviour and to allow the--children to develop at their own rates. Initial trial results are presented and discussed, along with the--rationale behind the project and its goals and motivations. The trial procedure and methodology are--explained and future work is highlighted.

Evaluating the response of children with autism to a robot

Since 1998, the Aurora project has been investigating the use of a robotic platform as a tool for therapy use with children with autism. A key issue in this project is the evaluation of the interactions, which are not constricted and involve the child moving freely. Additionally, the response of the children is an important factor which must emerge from the robot trial sessions and the evaluation methodology, in order to guide further development work.

Language capital and development: the case of African language publishing for children in South Africa

In recognizing 11 official languages, the 1996 South African Constitution provides a context for the management of diversity with important implications for the redistribution of wealth and power. The development and implementation of the language-in-education policies which might be expected to flow from the Constitution, however, have been slow and ineffective. One of the casualties of government procrastination has been African language publishing. In the absence of well-resourced bilingual education, most learners continue to be taught through the medium of English as a second language. Teachers are reluctant to use more innovative pedagogies without the support of adequate African language materials and publishers are cautious about producing such materials. Nonetheless, activity in this sector offers many opportunities for African language speakers. This paper explores the challenges and constraints for African language publishing for children and argues that market forces and language policy need to work in mutually reinforcing ways. Further progress is necessarily dependent on the political will to implement language-in-education policies that promote additive bilingualism and, in the process, guarantee sales for risk-averse publishers.

Challenges in identifying factors which determine the placement of children in care? An international review

Placing a child in out-of-home care is one of the most important decisions made by professionals in the child care system, with substantial social, psychological, educational, medical and economic consequences. This paper considers the challenges and difficulties of building statistical models of this decision by reviewing the available international evidence. Despite the large number of empirical investigations over a 50 year period, a consensus on the variables associated with this decision is hard to identify. In addition, the individual models have low explanatory and predictive power and should not be relied on to make placement decisions. A number of reasons for this poor performance are offered, and some ways forwards suggested. This paper also aims to facilitate the emergence of a coherent and integrated international literature from the disconnected and fragmented empirical studies. Rather than one placement problem, there are many slightly different problems, and therefore it is expected that a number of related sub-literatures will emerge, each concentrating on a particular definition of the placement problem.

A parentally-administered cognitive development assessment for children from 10 to 24 months

The Cognitive Development Questionnaire (CDQ) allows accurate assessment of cognitive development of children from 10 to 24 months by parents and caregivers in the home. It takes between one and two hours to complete over about a week. Three phases of work are described, in which the instrument is progressively refined to improve its validity and reliability. This resulting version of the CDQ shows excellent correlation with age, and with the Mental Scale of the Bayley Scales of Infant Development (Bayley, 1993). The CDQ thus offers researchers and clinicians a useful alternative to professionally-administered cognitive assessment in infancy.