A formação em rastreio e intervenções breves do álcool muda as atitudes dos profissionais de saúde ocupacional? : estudo quasi experimental exploratório para uma estratégia para o meio laboral

RESUMO - Estudos anteriores nos Cuidados de Saúde Primários (CSP) apontam para um incremento da Deteção Precoce (DP) e Intervenções Breves (IB) em pacientes com Problemas Ligados ao Álcool (PLA) após formação apropriada dos profissionais de saúde (com melhoria das suas atitudes). Este estudo quasi experimental, exploratório, é pioneiro no âmbito da Saúde Ocupacional (SO) para a implementação de Rastreio/DP e IB nos PLA. O objetivo principal foi avaliar se uma formação sobre Rastreio/DP e IB pode melhorar as atitudes dos profissionais de SO ao lidar com os PLA em Meio Laboral (PLAML). Foi aplicado um questionário em duas partes: Q1/pré-formação (variáveis sociodemográficas, profissionais, competências em alcoologia, experiência pessoal com álcool/familiares com PLA, dificuldades em lidar com trabalhadores com PLA, AUDIT-C e SAAPPQ) e Q2/pós-formação (avaliação da formação e das atitudes SAAPPQ - Adequação, Legitimidade, Motivação, Autoestima e Satisfação). Os resultados na amostra (N=39) revelaram um aumento sobretudo na Adequação e Satisfação. No entanto, naqueles com níveis baixos das atitudes pré-formação constou-se melhoria das atitudes à excepção da Autoestima e foram encontradas algumas associações com as características do perfil inicial dos participantes. Sugerem-se estudos posteriores para identificação de pacotes formativos mais efetivos e propostas para um Plano integrador de RIB para PLAML

Aplicação do CRM no contexto do bloco operatório

RESUMO - Introdução: Na última década, inúmera literatura sobre temas de saúde, principalmente abordando a Segurança do Doente, foca a necessidade e a importância do conceito de trabalho em equipa e da sua implementação na atividade dos profissionais de saúde. É também referido, como exemplo a seguir, por analogia e com a devida adaptação, o conceito e a metodologia do Crew Resource Management (CRM) da aviação civil, em que vários autores reviram a evidência da sua aplicação à medicina e concluíram que era uma ferramenta útil em formação não-técnica para a prática da cirurgia segura. Porquê esta analogia entre a saúde e a aviação civil? Porquê este despertar na saúde para o trabalho em equipa e, principalmente, baseando-se na metodologia do CRM da aviação civil? Qual a importância da formação não-técnica e como pode esta ser adaptada à atividade dos profissionais da saúde, nomeadamente no bloco operatório? São estas as principais questões que irão ser investigadas e analisadas ao longo deste estudo. Objetivos: Na aviação civil, a segurança é uma das prioridades desta indústria e um dos pilares da sua sustentabilidade. Sendo a indústria da aviação civil, como a saúde, uma atividade complexa importa em primeiro lugar compreender como a segurança deve ser abordada nas organizações complexas. Depois de compreendermos os quatro pilares da segurança (política, risco, garantia e promoção) aplicados na aviação civil, analisaremos a necessidade da formação não-técnica, explicando a importância da metodologia do CRM na aviação civil e a possibilidade da “importação” dos seus conceitos pela saúde. Metodologia: Para aferirmos a necessidade de formação não-técnica pelos profissionais da saúde foi desenvolvido um inquérito aos alunos finalistas dos Cursos de Enfermagem e dos Cursos de Medicina e outro inquérito a profissionais da saúde, Enfermeiros e Médicos (Anestesista e Cirurgião) com funções no Bloco Operatório, para responderem às seguintes inquietações:  Tiveram os profissionais de saúde formação formal na sua licenciatura ou pós-graduação em temas sobre comunicação, trabalho em equipa, gestão do erro, gestão do stress, liderança, atitudes e comportamentos para um trabalho em equipa eficiente e seguro?  Tiveram formação inicial no início da sua carreira e formação recorrente equivalente sobre estes temas ao longo da sua carreira?  Estão os profissionais de saúde preparados, com conhecimentos obtidos em formação formal, para trabalhar em equipa? Pretendeu-se igualmente, através de inquérito, saber se os alunos finalistas das licenciaturas acima identificadas consideram importante para a sua futura atividade como profissionais de saúde possuírem competências não-técnicas para o trabalho em equipa para evitarem os eventos adversos. No referido inquérito será também questionado quais as matérias a abordar nas licenciaturas (ou em outra etapa da formação), consideradas necessárias para se obterem competências de trabalho em equipa e qual a opinião sobre a frequência da formação recorrente sobre estes temas. Conclusão: O trabalho ficará concluído com uma proposta de conteúdos programáticos para a formação não-técnica dos profissionais de saúde, para a sua formação inicial e para a formação recorrente ao longo da carreira, baseada na metodologia do CRM da aviação civil. Objetivo final: Como objetivo final do estudo pretende-se contribuir, através da aplicação de formação não-técnicas aos profissionais de saúde, para a melhoria da Segurança do Doente nos cuidados em saúde.

Gestão em saúde

RESUMO - As organizações de saúde, para além de muito complexas, sofrem a influência de importantes mudanças em curso nos sistemas de saúde, em que se integram, e que constituem novos desafios, com reflexos na sua gestão. Por isso se espera, cada vez mais, dos seus gestores uma atitude proactiva e inovadora, o que exige que o processo educativo conducente à formação dos gestores nesta área valorize, para além de conhecimentos técnicos aprofundados, outras dimensões de um futuro exercício: desde a capacidade de liderança em organizações em mudança, em cenários instáveis, à disponibilidade para suscitar a colaboração dos profissionais prestadores, passando pela faculdade de criação de coligações que facilitem processos de integração multidisciplinar e plurinstitucional, pela sensibilidade à relação qualidade/custo em ambientes de constrangimento financeiro e pela promoção da inovação. O presente artigo analisa duas questões subjacentes a um bom exercício e que atravessam a concepção de qualquer processo formativo em gestão: • A competência, que deverá ser o objectivo maior da formação em gestão; • A integração da aprendizagem enquanto elemento condicionante da angariação das aptidões necessárias.

Streamlining the medication process improves safety in the intensive care unit.

BACKGROUND: Multiple interventions were made to optimize the medication process in our intensive care unit (ICU). 1 Transcriptions from the medical order form to the administration plan were eliminated by merging both into a single document; 2 the new form was built in a logical sequence and was highly structured to promote completeness and standardization of information; 3 frequently used drug names, approved units, and fixed routes were pre-printed; 4 physicians and nurses were trained with regard to the correct use of the new form. This study was aimed at evaluating the impact of these interventions on clinically significant types of medication errors. METHODS: Eight types of medication errors were measured by a prospective chart review before and after the interventions in the ICU of a public tertiary care hospital. We used an interrupted time-series design to control the secular trends. RESULTS: Over 85 days, 9298 lines of drug prescription and/or administration to 294 patients, corresponding to 754 patient-days were collected and analysed for the three series before and three series following the intervention. Global error rate decreased from 4.95 to 2.14% (-56.8%, P < 0.001). CONCLUSIONS: The safety of the medication process in our ICU was improved by simple and inexpensive interventions. In addition to the optimization of the prescription writing process, the documentation of intravenous preparation, and the scheduling of administration, the elimination of the transcription in combination with the training of users contributed to reducing errors and carried an interesting potential to increase safety.

What's the difference under the gown? : new professors' development as university teachers

This study explores how new university teachers develop a teaching identity. Despite the significance ofteaching, which usually comprises 40% of a Canadian academic's workload, few new professors have any formal preparation for that aspect of their role. Discipline-specific education for postsecondary professors is a well-defined path; graduates applying for faculty positions will have the terminal degree to attest to their knowledge and skill conducting research in the discipline. While teaching is usually given the same workload balance as research, it is not clear how professors create themselves as teaching professionals. Drawing on Kelly's (1955) personal construct theory and Kegan's (1982, 1994) model ofdevelopmental constructivism through differentiation and integration, this study used a phenomenographic framework~(Marton, 1986, 1994; Trigwell & Prosser, 1996) to investigate the question of how new faculty members construe their identity as university teachers. Further, my own role development as researcher was used as an additional lens through which to view the study results. The study focused particularly on the challenges and supports to teaching role development and outlines recommendations the participants made for supporting other newcomers. In addition, the variations and similarities in the results suggest a developmental model to conceptions ofteaching roles, one in which teaching, research, and service roles are viewed as more integrated over time. Developing a teacher identity was seen as a progression on a hierarchical model similar to Maslow's (1968) hierarchy of needs.

Learning and healing: a wellness pedagogy for Aboriginal teacher education /

During the last 30 years Aboriginal peoples in Canada have made steady progress in reclaiming the responsibility for the education of their young people, especially in primary and secondary school. In comparison the education and or training of adult populations has not kept pace and many socioeconomic and sociocultural indicators demonstrate a ' , continued confinement of those populations to the margins of the dominant society of Canada. It is the adults, the mothers and the fathers, the grandmothers and grandfathers, the aunties and uncles that are the first teachers of the next generation and the nature of these relationships replicates the culture of unwellness in each subsequent generation through those teachers. There are few examples in the Aboriginal adult education literatures that give voice to the educational experience of the Learner. This study addresses that gap by exploring the perspectives embedded in the stories of a Circle of Learners who are, or were enrolled in the Bachelor of Education in Aboriginal Adult Education program at Brock University. That Circle of 1 participants included 9 women and 1 man, 6 of whom were from various i Anishinabek nations while 4 represented the Hotinonshd:ni nations in southern Ontario. They are an eclectic group, representing many professions, age groups, spiritual traditions, and backgrounds. This then is their story, the story of the heaming and Healing pedagogy and an expanded vision of Aboriginal education and research at Brock University.

Shop-floor narratives : how six workers and a researcher describe learning activities

I am a part-time graduate student who works in industry. This study is my narrative about how six workers and I describe shop-floor learning activities, that is learning activities that occur where work is done, outside a classroom. Because this study is narrative inquiry, you wilileam about me, the narrator, more than you would in a more conventional study. This is a common approach in narrative inquiry and it is important because my intentions shape the way that I tell these six workers' stories. I developed a typology of learning activities by synthesizing various theoretical frameworks. This typology categorizes shop-floor learning activities into five types: onthe- job training, participative learning, educational advertising, incidental learning, and self-directed learning. Although learning can occur in each of these activities in isolation, it is often comprised of a mixture of these activities. The literature review contains a number of cases that have been developed from situations described in the literature. These cases are here to make the similarities and differences between the types of learning activities that they represent more understandable to the reader and to ground the typology in practice as well as in theory. The findings are presented as reader's theatre, a dramatic presentation of these workers' narratives. The workers tell us that learning involves "being shown," and if this is not done properly they "learn the hard way." I found that many of their best case lean1ing activities involved on-the-job training, participative learning, incidentalleaming, and self-directed learning. Worst case examples were typically lacking in properly designed and delivered participative learning activities and to a lesser degree lacking carefully planned and delivered on-the-job training activities. Included are two reflective chapters that describe two cases: Learning "Engels" (English), and Learning to Write. In these chapters you will read about how I came to see that my own shop-floor learning-learning to write this thesis-could be enhanced through participative learning activities. I came to see my thesis supervisor as not only my instructor who directed and judged my learning activities, but also as a more experienced researcher who was there to participate in this process with me and to help me begin to enter the research community. Shop-floor learning involves learners and educators participating in multistranded learning activities, which require an organizational factor of careful planning and delivery. As with learning activities, which can be multi-stranded, so too, there can be multiple orientations to learning on the shop floor. In our stories, you will see that these six workers and I didn't exhibit just one orientation to learning in our stories. Our stories demonstrate that we could be behaviorist and cognitivist and humanist and social learners and constructivist in our orientation to learning. Our stories show that learning is complex and involves multiple strands, orientations, and factors. Our stories show that learning narratives capture the essence of learning-the learners, the educators, the learning activities, the organizational factors, and the learning orientations. Learning narratives can help learners and educators make sense of shop-floor learning.

Valuing and encouraging critical reflection in pre-service teacher education

This qualitative study was designed to investigate aspects related to valuing and encouraging critical reflection in pre-service teacher education. An examination of the place and function of practicum logbooks as used at Covenant Canadian Reformed Teachers' College, a small private college which offers pre-service teacher education formed the core of the research. An analysis of the practicum logbooks written by five student teachers during three different practicum placements was performed at two levels. First, a content analysis served to identify general and specific categories within the practice teaching contextas a learning experience. Secondly, in-depth intuitive and thematic analyses of the entries which related specifically to reflection as a learning experience gave rise to critical questions. Throughout the process, the five participants formed an active and involved group of co-researchers, adding their voices to the narrative of the learning experience. Variables such as personality type, learning style and self-directedness added a dimension which deepened and emiched the study. The result of the study suggests that practicum logbooks form a valuable base for valuing and encouraging critical reflection in pre-service teacher education. The results also suggest that not all students appear to be equally capable of critical reflection. Recognizing that teacher education exists as a continuum appears to support the findings that in their journey along this continuum, student teachers not only move from reflection-on-action to reflection-in-action, but also from content to process to premise reflection. An awareness of contributing factors such as personality type, degree of risk-taking, preferred learning style and self-directedness on the part of teacher-educators will serve to create a climate of trust in which student teachers can safely develop critical reflection, using practicum logbooks as one possible medium.

Spreading my wings : how can I improve my practice and contribute to the professional knowledge base through narrative-autobiographical self-study?

"How can I improve my practice and contribute to the professional knowledge base through narrative-autobiographical self-study?" Through the use of Whitehead's (1989) living educational theory and examination of my stories, I identify the values and critical events that have helped me come to know my own learning and shape my professional self. Building on the premise that educational knowledge/theory is created, recreated, and lived through educational inquiry; I strive to make meaning of this data archive, collected over 7 years of teaching. I chart my journey to reexamine my beliefs and practices, to find a balance between traditional and progressive practices and to align my theory and practice. I retell, and, thus, in some way relive, my own "living contradictions." A reconceptualization of the KNOW, DO, BE model (Drake & Burns, 2004) is used to develop strategies to align my practice, including a six-step model of curriculum design that combines the backwards design process of Wiggins and McTighe (1998), the KNOW, DO, BE model (Drake & Burns) and Curry and Samara's (1995) differentiation planner.

Second-Career Adults: Issues Encountered in Teacher Education Programs

The purpose of this case study was to gain an in-depth understanding of the experiences of 3 second-career males prior to and during their participation in teacher education programs. Case study research techniques were used to elicit data from 3 participants who had completed teacher education programs and were actively teaching in various capacities in Ontario. Data were collected through an email questionnaire, 2 open-ended, one-on-one interviews, and the researcher's field notes and reflections of the interview process. These data were coded, analyzed for emerging trends, collated, and presented as a series of findings. The study revealed that these 3 second-career males transitioning into teacher education programs encountered a number of difficulties, some of which are a result of the way program providers structure their recruitment processes and present their curricula. Findings indicated that the second-career males in this study appeared to be inadequately prepared to work in a female-dominated profession. The study also found incompatibilities between associate teachers and these second-career candidates during practice teaching sessions. The findings and implications are of interest to teacher educators, school boards, teacher federations, and prospective adult candidates that may be considering teaching as an alternative second career.

A research capacity strengthening project for infectious diseases in Honduras: experience and lessons learned

Background: In Honduras, research capacity strengthening (RCS) has not received sufficient attention, but an increase in research competencies would enable local scientists to advance knowledge and contribute to national priorities, including the Millennium Development Goals (MDGs). Objective: This project aimed at strengthening research capacity in infectious diseases in Honduras, focusing on the School of Microbiology of the National Autonomous University of Honduras (UNAH). The primary objective was the creation of a research-based graduate program for the continued training of researchers. Parallel objectives included institutional strengthening and the facilitation of partnerships and networks. Methods: Based on a multi-stakeholder consultation, an RCS workplan was designed and undertaken from 2007 to 2012. Due to unexpected adverse circumstances, the first 2 years were heavily dedicated to implementing the project's flagship, an MSc program in infectious and zoonotic diseases (MEIZ). In addition, infrastructure improvements and demand-driven continuing education opportunities were facilitated; biosafety and research ethics knowledge and practices were enhanced, and networks fostering collaborative work were created or expanded. Results: The project coincided with the peak of UNAH's radical administrative reform and an unprecedented constitutional crisis. Challenges notwithstanding, in September 2009, MEIZ admitted the first cohort of students, all of whom undertook MDG-related projects graduating successfully by 2012. Importantly, MEIZ has been helpful in expanding the School of Microbiology's traditional etiology-based, disciplinary model to infectious disease teaching and research. By fulfilling its objectives, the project contributed to a stronger research culture upholding safety and ethical values at the university. Conclusions: The resources and strategic vision afforded by the project enhanced UNAH's overall research capacity and its potential contribution to the MDGs. Furthermore, increased research activity and the ensuing improvement in performance indicators at the prime Honduran research institution invoke the need for a national research system in Honduras.

Pratiques traditionnelles chez les sages-femmes autochtones du Nunavik et programme de formation

Les communautés inuites de la Baie d’Hudson au Nunavik (Québec) se distinguent des autres communautés autochtones par leur réappropriation des naissances depuis 1986 et par la création d’un programme de formation de sages-femmes locales. Cela a permis de mettre un terme à une longue période de transfert des femmes pour accouchement en structure hospitalière, à des kilomètres de leur village. De plus, ce programme a pour objectif de réintégrer les pratiques traditionnelles au sein d’une obstétrique moderne afin d’offrir aux femmes des services de qualité et culturellement appropriés. Le but de notre étude était d’établir si le programme de formation de sages-femmes autochtones du Nunavik a permis de concilier ces deux approches d’enseignement différentes : l’une axée sur le savoir traditionnel, et l’autre concernant les normes de qualité de soins à respecter. Une méthode de recherche qualitative a été adoptée et les données ont été recueillies à l’aide d’entrevues réalisées auprès de cinq sages-femmes inuites et de six étudiantes sages-femmes du programme de formation du Nunavik, au sein des trois villages de la Baie d’Hudson pourvus de centre de naissances. L’analyse qualitative des données ne permet pas de confirmer la réintégration du savoir traditionnel dans la pratique des sages-femmes autochtones. Les résultats révèlent, en effet, une rareté des pratiques traditionnelles connues et/ou utilisées par celles-ci (notamment l’utilisation de plantes ou de remèdes médicinaux, les postures d’accouchement, les manœuvres obstétricales, etc) en relation avec la période périnatale. Les croyances ou codes de conduite à respecter pendant la grossesse semblent bénéficier d’une meilleure transmission, mais ne font plus l’unanimité au sein des communautés. Concernant le volet de l’obstétrique moderne, le programme de formation semble conforme aux exigences actuelles occidentales, étant reconnu par l’Ordre des sages-femmes du Québec depuis septembre 2008. De plus, les sages-femmes et les étudiantes sont conscientes de la nécessité de recevoir une formation de qualité. Elles aimeraient bénéficier d’une plus grande rigueur dans l’enseignement théorique ainsi que d’une meilleure continuité du processus d’apprentissage. La difficulté retrouvée dans la mixité de l’enseignement de ces deux savoirs (traditionnel et moderne) semble donc être liée plus particulièrement au savoir traditionnel. Les sages-femmes et étudiantes inuites souhaitent protéger et promouvoir leur patrimoine culturel, mais plus dans une optique de responsabilité communautaire que dans le cadre d’un programme de formation. Une collaboration entre les volontés des communautés concernant la réintégration de ce patrimoine et la réalité actuelle de la biomédecine demeure primordiale pour continuer à garantir la sécurité et la qualité des services dispensés.

Validité de construit d’un test d’évaluation de la stabilité lombo-pelvienne, le soulèvement actif de la jambe tendue (SAJT) version objective

Introduction : L’évaluation clinique du contrôle neuromusculaire des muscles du tronc est criante en réhabilitation et en entraînement. L’objectif principal de cette étude a été d’évaluer la reproductibilité intra et inter-évaluateur d’un test clinique le soulèvement actif de la jambe tendue (SAJT) chez une population active et saine. Méthode : Chaque sujet (18 joueurs de tennis) a été testé à deux reprises par 2 physiothérapeutes avec le SAJT. Résultats : La reproductibilité intra-évaluateur s’est avérée élevée à très élevée (ICC = 0.81 à 0.93) tandis la reproductibilité inter-évaluateur s’est avérée cliniquement non viable. Conclusion : À notre connaissance, le SAJT est le premier test clinique reproductible évaluant le contrôle neuromusculaire du tronc avec des compensations musculaires et cinétiques chez des sujets actifs et sains. Une formation plus importante des évaluateurs aurait certainement amélioré la reproductibilité inter-évaluateur.

Une ontologie des savoirs lexicologiques pour l'élaboration d'un module de cours en didactique du lexique

L'amélioration de la maitrise du français langue première chez les élèves du primaire au Québec dépend de plusieurs facteurs. L'enseignant peut jouer un rôle dans ce processus, sa formation universitaire lui fournissant les connaissances nécessaires afin d'encadrer le développement des compétences langagières de l'élève. Une de ces compétences joue un rôle privilégié dans l'utilisation et la maitrise de la langue, il s'agit de la compétence lexicale, la capacité à comprendre et à utiliser les unités du lexique, aussi bien à l'oral qu'à l'écrit. Afin d'encadrer le développement de la compétence lexicale en français langue première des élèves du primaire, les enseignants doivent eux-mêmes posséder un bon niveau de compétence lexicale, mais aussi détenir un certain nombre de connaissances sur le fonctionnement du lexique lui-même, c'est-à-dire des connaissances métalexicales. Le référentiel québécois de la profession enseignante (MEQ, 2001b) ne détaille pas les connaissances métalexicales que doit posséder l'enseignant pour mener les tâches associées à ses activités d'enseignement/apprentissage du lexique. En outre, la plupart des universités québécoises n'offrent pas de cours dédiés explicitement à la didactique du lexique. Pourtant, ce sont dans les cours de didactique que sont dispensées les connaissances théoriques et pratiques nécessaires au futur enseignant pour assumer les tâches de planification et de pilotage des activités d'apprentissage et d'évaluation des compétences des élèves. La relative absence de cours de didactique du lexique en formation initiale pourrait s'expliquer par le fait qu'il s'agit d'une discipline encore jeune dont les fondements théoriques et pratiques sont en cours de développement. Cette thèse en didactique du français langue première s’intéresse donc aux contenus linguistiques de référence de la didactique du lexique, ainsi qu’à la formation des maitres au primaire dans cette même discipline. Le travail de recherche effectué afin de tenter de remédier au problème soulevé a permis la réalisation de deux objectifs complémentaires. Le premier a consisté en la construction d’une ontologie des savoirs lexicologiques, qui permet de représenter à l’intérieur d’une hiérarchie de notions l’ensemble des connaissances disciplinaires de référence de la didactique du lexique. Cette représentation a ensuite été utilisée pour spécifier et structurer les contenus d’un module de cours en didactique du lexique visant le développement des connaissances métalexicales chez les futurs enseignants du primaire au Québec. L’ontologie et le module de cours produits ont été évalués et validés par des experts de chacun des domaines concernés. L’évaluation de l’ontologie a permis de vérifier la méthode de construction de celle-ci, ainsi que différents aspects relatifs à la structuration des concepts dans l’ontologie. L’évaluation du module de cours a quant à elle montré que les contenus de cours étaient pertinents, les méthodes pédagogiques employées appropriées et le matériel de cours développé bien conçu. Cela nous permet d'affirmer que le module de cours en didactique du lexique se présente comme un apport intéressant à la formation des futurs enseignants du primaire en français langue première au Québec. La recherche dans son ensemble présente enfin une contribution pertinente à la didactique du lexique, son caractère original résidant entre autres dans le fait d’avoir développé un mécanisme d’exploitation d’une base de connaissances (ontologie des savoirs lexicologiques) pour la conception didactique (module de cours en didactique du lexique).

Apprentissage de représentations sur-complètes par entraînement d’auto-encodeurs

Les avancés dans le domaine de l’intelligence artificielle, permettent à des systèmes informatiques de résoudre des tâches de plus en plus complexes liées par exemple à la vision, à la compréhension de signaux sonores ou au traitement de la langue. Parmi les modèles existants, on retrouve les Réseaux de Neurones Artificiels (RNA), dont la popularité a fait un grand bond en avant avec la découverte de Hinton et al. [22], soit l’utilisation de Machines de Boltzmann Restreintes (RBM) pour un pré-entraînement non-supervisé couche après couche, facilitant grandement l’entraînement supervisé du réseau à plusieurs couches cachées (DBN), entraînement qui s’avérait jusqu’alors très difficile à réussir. Depuis cette découverte, des chercheurs ont étudié l’efficacité de nouvelles stratégies de pré-entraînement, telles que l’empilement d’auto-encodeurs traditionnels(SAE) [5, 38], et l’empilement d’auto-encodeur débruiteur (SDAE) [44]. C’est dans ce contexte qu’a débuté la présente étude. Après un bref passage en revue des notions de base du domaine de l’apprentissage machine et des méthodes de pré-entraînement employées jusqu’à présent avec les modules RBM, AE et DAE, nous avons approfondi notre compréhension du pré-entraînement de type SDAE, exploré ses différentes propriétés et étudié des variantes de SDAE comme stratégie d’initialisation d’architecture profonde. Nous avons ainsi pu, entre autres choses, mettre en lumière l’influence du niveau de bruit, du nombre de couches et du nombre d’unités cachées sur l’erreur de généralisation du SDAE. Nous avons constaté une amélioration de la performance sur la tâche supervisée avec l’utilisation des bruits poivre et sel (PS) et gaussien (GS), bruits s’avérant mieux justifiés que celui utilisé jusqu’à présent, soit le masque à zéro (MN). De plus, nous avons démontré que la performance profitait d’une emphase imposée sur la reconstruction des données corrompues durant l’entraînement des différents DAE. Nos travaux ont aussi permis de révéler que le DAE était en mesure d’apprendre, sur des images naturelles, des filtres semblables à ceux retrouvés dans les cellules V1 du cortex visuel, soit des filtres détecteurs de bordures. Nous aurons par ailleurs pu montrer que les représentations apprises du SDAE, composées des caractéristiques ainsi extraites, s’avéraient fort utiles à l’apprentissage d’une machine à vecteurs de support (SVM) linéaire ou à noyau gaussien, améliorant grandement sa performance de généralisation. Aussi, nous aurons observé que similairement au DBN, et contrairement au SAE, le SDAE possédait une bonne capacité en tant que modèle générateur. Nous avons également ouvert la porte à de nouvelles stratégies de pré-entraînement et découvert le potentiel de l’une d’entre elles, soit l’empilement d’auto-encodeurs rebruiteurs (SRAE).