914 resultados para statistical data analysis


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The pipeline for macro- and microarray analyses (PMmA) is a set of scripts with a web interface developed to analyze DNA array data generated by array image quantification software. PMmA is designed for use with single- or double-color array data and to work as a pipeline in five classes (data format, normalization, data analysis, clustering, and array maps). It can also be used as a plugin in the BioArray Software Environment, an open-source database for array analysis, or used in a local version of the web service. All scripts in PMmA were developed in the PERL programming language and statistical analysis functions were implemented in the R statistical language. Consequently, our package is a platform-independent software. Our algorithms can correctly select almost 90% of the differentially expressed genes, showing a superior performance compared to other methods of analysis. The pipeline software has been applied to 1536 expressed sequence tags macroarray public data of sugarcane exposed to cold for 3 to 48 h. PMmA identified thirty cold-responsive genes previously unidentified in this public dataset. Fourteen genes were up-regulated, two had a variable expression and the other fourteen were down-regulated in the treatments. These new findings certainly were a consequence of using a superior statistical analysis approach, since the original study did not take into account the dependence of data variability on the average signal intensity of each gene. The web interface, supplementary information, and the package source code are available, free, to non-commercial users at http://ipe.cbmeg.unicamp.br/pub/PMmA.

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The aim of the present study was to compare heart rate variability (HRV) at rest and during exercise using a temporal series obtained with the Polar S810i monitor and a signal from a LYNX® signal conditioner (BIO EMG 1000 model) with a channel configured for the acquisition of ECG signals. Fifteen healthy subjects aged 20.9 ± 1.4 years were analyzed. The subjects remained at rest for 20 min and performed exercise for another 20 min with the workload selected to achieve 60% of submaximal heart rate. RR series were obtained for each individual with a Polar S810i instrument and with an ECG analyzed with a biological signal conditioner. The HRV indices (rMSSD, pNN50, LFnu, HFnu, and LF/HF) were calculated after signal processing and analysis. The unpaired Student t-test and intraclass correlation coefficient were used for data analysis. No statistically significant differences were observed when comparing the values analyzed by means of the two devices for HRV at rest and during exercise. The intraclass correlation coefficient demonstrated satisfactory correlation between the values obtained by the devices at rest (pNN50 = 0.994; rMSSD = 0.995; LFnu = 0.978; HFnu = 0.978; LF/HF = 0.982) and during exercise (pNN50 = 0.869; rMSSD = 0.929; LFnu = 0.973; HFnu = 0.973; LF/HF = 0.942). The calculation of HRV values by means of temporal series obtained from the Polar S810i instrument appears to be as reliable as those obtained by processing the ECG signal captured with a signal conditioner.

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Our objective was to observe the biodegradable and osteogenic properties of magnesium scaffolding under in vivo conditions. Twelve 6-month-old male New Zealand white rabbits were randomly divided into two groups. The chosen operation site was the femoral condyle on the right side. The experimental group was implanted with porous magnesium scaffolds, while the control group was implanted with hydroxyapatite scaffolds. X-ray and blood tests, which included serum magnesium, alanine aminotransferase (ALT), creatinine (CREA), and blood urea nitrogen (BUN) were performed serially at 1, 2, and 3 weeks, and 1, 2, and 3 months. All rabbits were killed 3 months postoperatively, and the heart, kidney, spleen, and liver were analyzed with hematoxylin and eosin (HE) staining. The bone samples were subjected to microcomputed tomography scanning (micro-CT) and hard tissue biopsy. SPSS 13.0 (USA) was used for data analysis, and values of P<0.05 were considered to be significant. Bubbles appeared in the X-ray of the experimental group after 2 weeks, whereas there was no gas in the control group. There were no statistical differences for the serum magnesium concentrations, ALT, BUN, and CREA between the two groups (P>0.05). All HE-stained slices were normal, which suggested good biocompatibility of the scaffold. Micro-CT showed that magnesium scaffolds degraded mainly from the outside to inside, and new bone was ingrown following the degradation of magnesium scaffolds. The hydroxyapatite scaffold was not degraded and had fewer osteoblasts scattered on its surface. There was a significant difference in the new bone formation and scaffold bioabsorption between the two groups (9.29±1.27 vs 1.40±0.49 and 7.80±0.50 vs 0.00±0.00 mm3, respectively; P<0.05). The magnesium scaffold performed well in degradation and osteogenesis, and is a promising material for orthopedics.

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Studying testis is complex, because the tissue has a very heterogeneous cell composition and its structure changes dynamically during development. In reproductive field, the cell composition is traditionally studied by morphometric methods such as immunohistochemistry and immunofluorescence. These techniques provide accurate quantitative information about cell composition, cell-cell association and localization of the cells of interest. However, the sample preparation, processing, staining and data analysis are laborious and may take several working days. Flow cytometry protocols coupled with DNA stains have played an important role in providing quantitative information of testicular cells populations ex vivo and in vitro studies. Nevertheless, the addition of specific cells markers such as intracellular antibodies would allow the more specific identification of cells of crucial interest during spermatogenesis. For this study, adult rat Sprague-Dawley rats were used for optimization of the flow cytometry protocol. Specific steps within the protocol were optimized to obtain a singlecell suspension representative of the cell composition of the starting material. Fixation and permeabilization procedure were optimized to be compatible with DNA stains and fluorescent intracellular antibodies. Optimization was achieved by quantitative analysis of specific parameters such as recovery of meiotic cells, amount of debris and comparison of the proportions of the various cell populations with already published data. As a result, a new and fast flow cytometry method coupled with DNA stain and intracellular antigen detection was developed. This new technique is suitable for analysis of population behavior and specific cells during postnatal testis development and spermatogenesis in rodents. This rapid protocol recapitulated the known vimentin and γH2AX protein expression patterns during rodent testis ontogenesis. Moreover, the assay was applicable for phenotype characterization of SCRbKO and E2F1KO mouse models.

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The purpose of this two-phased study is to examine the interest of nursing students in choosing a career in older people nursing. First, the scoping phase explores the different premises for choosing older people nursing as a career. Second, the evaluation phase investigates the outcomes of the developed educational intervention involving older people as promoters of choosing a career in older people nursing, factors related to these outcomes, and experiences with educational intervention. The ultimate goal is to encourage more nursing students to choose older people nursing as their career. The scoping phase applies an exploratory design and centres around a descriptive, cross-sectional survey, documentary research and a scoping literature review. The information sources for this phase include 183 nursing students, 101 newspaper articles and 66 research articles. The evaluation phase applies a quasi-experimental design and a pre-post-test design with a non-equivalent comparison group and a post-intervention survey. The information sources for this phase include 87 nursing students and 43 older people. In both phases, statistical and narrative methods are applied in the data analysis. Nursing students neutrally regarded the idea of a career in older people nursing. The most consistent factors related to the nursing students’ career plans in older people nursing were found to be nursing work experience and various educational preparations in the field. Nursing students in the intervention group (n=40) were more interested in older people nursing and had more positive attitudes towards older people than did students in the comparison group (n=36). However, in both groups, the interest that students had at the baseline was associated with the interest at the one-month follow-up. There were no significant differences between the groups in terms of the students’ knowledge levels about ageing. The nursing students and older people alike highly appreciated participating in the educational intervention. It seems possible to positively impact nursing students and their choices to pursue careers in older people nursing, at least in the short-term. The involvement of older people as promoters of this career choice provides one encouraging alternative for impacting students’ career choices, but additional research is needed.

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In this thesis the process of building a software for transport accessibility analysis is described. The goal was to create a software which is easy to distribute and simple to use for the user without particular background in the field of the geographical data analysis. It was shown that existing tools do not suit for this particular task due to complex interface or significant rendering time. The goal was accomplished by applying modern approaches in the process of building web applications such as maps based on vector tiles, FLUX architecture design pattern and module bundling. It was discovered that vector tiles have considerable advantages over image-based tiles such as faster rendering and real-time styling.

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The main objective of this research was to examine the relationship between surface electromyographic (SEMG) spike activity and force. The secondary objective was to determine to what extent subcutaneous tissue impacts the high frequency component of the signal, as well as, examining the relationship between measures of SEMG spike shape and their traditional time and frequency analogues. A total of96 participants (46 males and 50 females) ranging in age (18-35 years), generated three 5-second isometric step contractions at each force level of 40, 60, 80, and 100 percent of maximal voluntary contraction (MVC). The presentation of the contractions was balanced across subjects. The right arm of the subject was positioned in the sagittal plane, with the shoulder and elbow flexed to 90 degrees. The elbow rested on a support in a neutral position (mid pronation/mid supination) and placed within a wrist cuff, fastened below the styloid process. The wrist cuff was attached to a load cell (JR3 Inc., Woodland, CA) recording the force produced. Biceps brachii activity was monitored with a pair of Ag/AgCI recording electrodes (Grass F-E9, Astro-Med Inc., West Warwick, RI) placed in a bipolar configuration, with an interelectrode distance (lED) of 2cm distal to the motor point. Data analysis was performed on a I second window of data in the middle of the 5-second contraction. The results indicated that all spike shape measures exhibited significant (p < 0.01) differences as force increase~ from 40 to 100% MVC. The spike shape measures suggest that increased motor unit (MU) recruitment was responsible for increasing force up to 80% MVC. The results suggested that further increases in force relied on MU III synchronization. The results also revealed that the subcutaneous tissue (skin fold thickness) had no relationship (r = 0.02; P > 0.05) with the mean number of peaks per spike (MNPPS), which was the high frequency component of the signal. Mean spike amplitude (MSA) and mean spike frequency (MSF) were highly correlated with their traditional measures root mean square (RMS) and mean power frequency (MPF), respectively (r = 0.99; r = 0.97; P < 0.01).

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The purpose ofthis study was to explore various types ofreflection and to explore reflection on action, reflection as a practice, and reflection as a process. In doing this, the intent was to discover the perceived benefits of reflection in the classroom and to provide guidelines for future use at the undergraduate and graduate level. The qualitative components in this study included the data collection strategy of semistructured interviews with 2 undergraduate students, 2 graduate students, 1 undergraduate studies professor, and 1 graduate studies professor. The data analysis strategies included a within-case analysis and a cross-case analysis. Through the interviews participants discussed their experiences with the use ofreflection in the classroom. Through the completion ofthis analysis the researcher expected to discover the benefits ofreflection at this level of education, as well as provide suggestions for future use. Both undergraduate and graduate students and professors were found to benefit from the use of reflection in the classroom. The use ofreflection in the undergraduate and graduate classroom was found to improve student/teacher and student/peer relationships, foster critical thinking, allow for connections between learned theory and life experience, and improve students' writing abilities. Based on the results ofthe study the implications ofreflection for the undergraduate and graduate classroom and for further research are provided.

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The thesis presents a comparison of the national energy policies of the Federal Republic of Germany and Canada from 1973 until the late 1980s. The purpose of this paper is to analyze whether economic and/or environmental concerns were responsible for changes in the· West-German and Canadian national energy policies. Furthermore, the feasibility of implementing a soft energy path in West-Germany and Canada is examined. For better comprehension of the policy-making process and implemented changes in the national energy policies of the two states, the West-German and Canadian parliamentary systems and the political cultures were compared. For the analysis, several events with international impact were taken as guidelines. Furthermore, based on statistical data, the West-German and Canadian energy production and consumption were analyzed. With reference to these results the degree of the de facto changes in the national energy policies were analyzed. In addition, the thesis discusses the possibilities which a soft energy path offers to both national governments to renounce themselves from the dependencies on a few energy resources. The thesis reveals that changes in the West-German and Canadian national energy policies, in their energy production and consumption are correlated to various world events. In particular, governmental reponses security of energy supply by the two international oil crises of 1973 and 1979/1980 demonstrate that changes in the West-German and Canadian national energy policies were implemented in reaction to economic concerns than environmental ones. With the policies "away from oil" and "off oil", the West-German and Canadian government implemented the i i substitution of oil through various diverse energy supply resources. However, energy savings concepts and policies were initiated through the first oil crisis in 1973. The world recessions in 1975 and 1982 had no 'profound impacts on the agenda of West-German and Canadian energy policies. As a consequence of the stagnation or the negative growth of the world economic market, changes in their energy production and consumption can be perceived. However, the West-German and Canadian energy production and consumption intensified with the augmentation of the world economy. During the period of study, environmental concerns were taken into account in the energy policy agendas of the Federal Republic of Germany and Canada but they were not of primary concern. wi thin the decade of. the 1980s notably more environmental considerations were taken into account in the energy policies of the two states. The two nuclear reactor accidents in 1979 and 1986 sharpened to various degrees West-German and Canadian public discourse of present energy supply mix and attitude towards energy production and consumption. The statistical data reflects yet no changes in the energy policies in regard to the position of nuclear power. However, in the next several years possible changes can be observed through statistical data, because the planning, the construction and possible phase out of nuclear power requires several years. Finally, the thesis reveals that the implementation of a soft energy path requires profound changes in the consumer behaviour. As several studies indicate, a soft energy path is technological and economically feasible for the Federal Republic of Germany and Canada, its implementation remains to be a political decision.

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Behavioral researchers commonly use single subject designs to evaluate the effects of a given treatment. Several different methods of data analysis are used, each with their own set of methodological strengths and limitations. Visual inspection is commonly used as a method of analyzing data which assesses the variability, level, and trend both within and between conditions (Cooper, Heron, & Heward, 2007). In an attempt to quantify treatment outcomes, researchers developed two methods for analysing data called Percentage of Non-overlapping Data Points (PND) and Percentage of Data Points Exceeding the Median (PEM). The purpose of the present study is to compare and contrast the use of Hierarchical Linear Modelling (HLM), PND and PEM in single subject research. The present study used 39 behaviours, across 17 participants to compare treatment outcomes of a group cognitive behavioural therapy program, using PND, PEM, and HLM on three response classes of Obsessive Compulsive Behaviour in children with Autism Spectrum Disorder. Findings suggest that PEM and HLM complement each other and both add invaluable information to the overall treatment results. Future research should consider using both PEM and HLM when analysing single subject designs, specifically grouped data with variability.

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Affiliation: Département de biochimie, Faculté de médecine, Université de Montréal

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Résumé Depuis le début des années 1990, la recherche sur le développement régional a pris une importance considérable dans les disciplines de l’économie et de la géographie dans la plupart des pays. De nombreuses études ont été consacrées à ce sujet et l’on constate une approche analytique de plus en plus sophistiquée. Que les économies pauvres ont tendance à converger vers les pays riches, ou bien à diverger au fil du temps est une question qui a attiré l'attention des décideurs et des universitaires depuis quelques décennies. Convergence ou de divergence économique est un sujet d'intérêt et de débat, non seulement pour valider ou non les deux modèles principaux de croissance qui sont considérés comme concurrent (l’approche néo-classique et celle des approches de croissance endogène), mais aussi pour ses implications pour les publiques politiques. En se basant sur une analyse des politiques de développement régional et des analyses statistiques de la convergence et des disparités régionales, les objectifs de cette thèse sont de tenter de fournir une explication des différents processus et des modèles de développement économique régional poursuivis dans le cas de territoires immenses en utilisant le Canada et la Chine comme études de cas, d'entreprendre une analyse des différents facteurs et des forces motrices qui sous-tendent le développement régional dans ces deux pays, et d'explorer à la fois les réussites et les échecs apparents dans les politiques de développement régional en comparant et contrastant les expériences de développement régional et les modèles de ces deux pays. A fin d'atteindre cet objectif, la recherche utilise une approche multi-scalaire et des méthodes de mesure multidimensionnelle dans le cadre des analyses sur les disparités « régionales » entre les macro régions (sous-ensembles de provinces) des deux pays, des provinces et des régions urbaines sélectionnées, dans le but ultime d’identifier des problèmes existants en termes de développement régional et de pouvoir proposer des solutions. Les étapes principales de la recherche sont : 1. La cueillette des données statistiques pour le Canada et la Chine (incluant les provinces de Québec et de Xinjiang) pour une gamme d’indicateurs (voir ci-dessous). 2. D’entreprendre une analyse de chaque dimension dans les deux juridictions: Population (p.ex. composition, structure, changement); Ressources (p. ex. utilisation, exploitation de l’énergie); Environnement (p.ex. la pollution); et le Développement socioéconomique (p.ex. le développement et la transformation des secteurs clé, et les modèles de développement rural et urbain), et les disparités changeantes par rapport à ces dimensions. 3. La définition d’une typologie de différents types de région en fonction de leurs trajectoires de développement, ce qui servira pour critiquer l’hypothèse centre-périphérie. 4. Le choix d’une région métropolitaine dans chaque juridiction (province). 5. D’entreprendre une analyse temporelle des événements clé (politiques, investissements) dans chaque région et les facteurs impliqués dans chaque événement, en utilisant l’information documentaire générale et des agences institutionnelles impliqués actuellement et dans un passée récent. Cette étude a tenté d'expliquer les schémas et les processus des deux économies, ainsi que la présentation d'études de cas qui illustrent et examinent les différences dans les deux économies à partir de l’échelle nationale jusqu’au niveau régional et provincial et aussi pour certaines zones urbaines. Cette étude a essayé de répondre aux questions de recherche comme: Est-il vrai que les pays avec des plus grandes territoires sont associés avec des plus grandes disparités interrégionales? Quel est le résultat des comparaisons entre pays développés et pays en développement? Quels sont les facteurs les plus importants dans le développement économique de vastes territoires dans les pays développés et pays en développement? Quel est le mécanisme de convergence et de divergence dans les pays développés et, respectivement, les pays en développement? Dans l'introduction à la thèse, le cadre général de l'étude est présenté, suivie dans le chapitre 1 d'une discussion sur les théories et les concepts utilisés dans la littérature théorique principale qui est pertinent à l'étude. Le chapitre 2 décrit la méthodologie de recherche. Le chapitre 3 présente une vue d'ensemble des politiques de développement économique régional et les programmes du Canada et de la Chine dans des périodes différentes à différentes échelles. Au chapitre 4, la convergence des deux pays à l'échelle nationale et la convergence provinciale pour chaque pays sont examinés en utilisant différentes méthodes de mesure telles que les méthodes traditionnelles, la convergence bêta et la convergence sigma. Dans le chapitre le plus complexe, le chapitre 5, les analyses comparatives sont présentées à l'aide de données statistiques, à partir des analyses des cas régionaux et provinciaux retenus des deux pays. Au chapitre 6, ces dispositions sont complétées par une analyse des régions urbaines choisies, qui permet également des aperçus sur les régions les plus périphériques. Dans la recherche proposée pour cette thèse, la politique, la population, le revenu, l'emploi, la composition industrielle, l'investissement, le commerce et le facteur de la migration sont également pris en compte comme facteurs importants de l'analyse régionale compte tenu de la superficie du territoire des deux pays et les différences de population entre eux. Cette thèse a évalué dans quelle mesure les politiques gouvernementales ont réussi à induire la convergence régionale ou ont encore ont creusé davantage les disparités régionales, ce qui implique nécessairement une évaluation de la durabilité des patrons et des programmes de développement régional. Cette étude a également mis l'accent sur les disparités régionales et la politique de développement régional, les comparaisons entre pays, pour mesurer la convergence entre les pays et entre les régions, y compris l'analyse spatiale, d'identifier les facteurs les plus actifs tels que la population, les ressources, la politique, l'urbanisation, les migrations, l'ouverture économique et leurs différents rôles dans le développement économique de ces grands territoires (au Canada et Chine). Les résultats empiriques et les processus de convergence et de divergence offrent un cadre intéressant pour l'examen de la trajectoire de développement régionales et les disparités régionales dans les deux économies. L'approche adoptée a révélé les différentes mosaïques complexes du développement régional dans les deux pays. Les résultats de cette étude ont démontré que la disparité en termes de revenu régional est une réalité dans chaque zone géographique, et que les causes sont nombreuses et complexes. Les deux économies ont certains parallèles dans la mise en œuvre des politiques de développement économique régional, mais il existe des différences importantes aussi et elles se sont développées à différentes vitesses. Les deux économies se sont développées depuis la Seconde Guerre mondiale, mais la Chine a connu une croissance rapide que le Canada comme témoignent de nombreux indicateurs depuis 1980. Cependant, la Chine est maintenant confrontée à un certain nombre de problèmes économiques et sociaux, y compris les disparités régionales marquées, un fossé toujours croissant entre les revenus ruraux et urbains, une population vieillissante, le chômage, la pauvreté et la dégradation rapide de l'environnement avec toujours plus de demandes en énergie. Le développement économique régional en Chine est plus déséquilibré. Le Canada accuse un degré de disparités régionales et provinciales moins important que la Chine. Dans les cas provinciaux, il existe d'importantes différences et de disparités dans la structure économique et spatiale du Québec et du Xinjiang. Les disparités infra provinciales sont plus grandes que celles à l’échelle des provinces et des grandes régions (des sous-ensembles de provinces). Les mécanismes de convergence et de divergence dans les deux pays sont différents. Les résultats empiriques et les processus de convergence et de divergence offrent un cadre intéressant pour l'examen de la trajectoire de développement régionale et les disparités régionales dans les deux économies. Cette étude démontre également que l'urbanisation (les métropoles et les villes) s’avère être le facteur le plus actif et contribue à l'économie régionale dans ces grands territoires. L'ouverture a joué un rôle important dans les économies des deux pays. La migration est un facteur majeur dans la stimulation de l'économie des deux pays mais de façons différentes. Les résultats empiriques démontrent que les disparités régionales ne peuvent pas être évitées et elles existent presque partout. Il n'y a pas une formule universelle et de politiques spécifiques sont de mise pour chaque région. Mais il semble possible pour les décideurs politiques nationaux et régionaux d’essayer de maintenir l'écart à une échelle raisonnable pour éviter l'instabilité sociale.

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Cette thèse porte sur l'analyse bayésienne de données fonctionnelles dans un contexte hydrologique. L'objectif principal est de modéliser des données d'écoulements d'eau d'une manière parcimonieuse tout en reproduisant adéquatement les caractéristiques statistiques de celles-ci. L'analyse de données fonctionnelles nous amène à considérer les séries chronologiques d'écoulements d'eau comme des fonctions à modéliser avec une méthode non paramétrique. Dans un premier temps, les fonctions sont rendues plus homogènes en les synchronisant. Ensuite, disposant d'un échantillon de courbes homogènes, nous procédons à la modélisation de leurs caractéristiques statistiques en faisant appel aux splines de régression bayésiennes dans un cadre probabiliste assez général. Plus spécifiquement, nous étudions une famille de distributions continues, qui inclut celles de la famille exponentielle, de laquelle les observations peuvent provenir. De plus, afin d'avoir un outil de modélisation non paramétrique flexible, nous traitons les noeuds intérieurs, qui définissent les éléments de la base des splines de régression, comme des quantités aléatoires. Nous utilisons alors le MCMC avec sauts réversibles afin d'explorer la distribution a posteriori des noeuds intérieurs. Afin de simplifier cette procédure dans notre contexte général de modélisation, nous considérons des approximations de la distribution marginale des observations, nommément une approximation basée sur le critère d'information de Schwarz et une autre qui fait appel à l'approximation de Laplace. En plus de modéliser la tendance centrale d'un échantillon de courbes, nous proposons aussi une méthodologie pour modéliser simultanément la tendance centrale et la dispersion de ces courbes, et ce dans notre cadre probabiliste général. Finalement, puisque nous étudions une diversité de distributions statistiques au niveau des observations, nous mettons de l'avant une approche afin de déterminer les distributions les plus adéquates pour un échantillon de courbes donné.

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Les cartes sur ce document ont été toutes conçues par l'auteur avec la logiciel ARCGIS version 9.3.

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Les calculs statistiques ont été effectués à l'aide du logiciel SPSS.