Cross-Guided Clustering: Transfer of Relevant Supervision across Tasks

Lack of supervision in clustering algorithms often leads to clusters that are not useful or interesting to human reviewers. We investigate if supervision can be automatically transferred for clustering a target task, by providing a relevant supervised partitioning of a dataset from a different source task. The target clustering is made more meaningful for the human user by trading-off intrinsic clustering goodness on the target task for alignment with relevant supervised partitions in the source task, wherever possible. We propose a cross-guided clustering algorithm that builds on traditional k-means by aligning the target clusters with source partitions. The alignment process makes use of a cross-task similarity measure that discovers hidden relationships across tasks. When the source and target tasks correspond to different domains with potentially different vocabularies, we propose a projection approach using pivot vocabularies for the cross-domain similarity measure. Using multiple real-world and synthetic datasets, we show that our approach improves clustering accuracy significantly over traditional k-means and state-of-the-art semi-supervised clustering baselines, over a wide range of data characteristics and parameter settings.

Implications of aligning full registration of doctors with medical school graduation:a qualitative study of stakeholder perspectives

OBJECTIVES: The Shape of Training report recommended that full registration is aligned with medical school graduation. As part of a General Medical Council-funded study about the preparedness for practice of UK medical graduates, we explored UK stakeholders' views about this proposal using qualitative interviews (30 group and 87 individual interviews) and Framework Analysis.

SETTING: Four UK study sites, one in each country.Save

PARTICIPANTS: 185 individuals from eight stakeholder groups: (1) foundation year 1 (F1) doctors (n=34); (2) fully registered trainee doctors (n=33); (3) clinical educators (n=32); (4) undergraduate/postgraduate Deans, and Foundation Programme Directors (n=30); (5) other healthcare professionals (n=13); (6) employers (n=7); (7) policy and government (n=11); (8) patient and public representatives (n=25).

RESULTS: We identified four main themes: (1) The F1 year as a safety net: patients were protected by close trainee supervision and 'sign off' to prevent errors; trainees were provided with a safe environment for learning on the job; (2) Implications for undergraduate medical education: if the proposal was accepted, a 'radical review' of undergraduate curricula would be needed; undergraduate education might need to be longer; (3) Implications for F1 work practice: steps to protect healthcare team integration and ensure that F1 doctors stay within competency limits would be required; (4) Financial, structural and political implications: there would be cost implications for trainees; clarification of responsibilities between undergraduate and postgraduate medical education would be needed. Typically, each theme comprised arguments for and against the proposal.

CONCLUSIONS: A policy change to align the timing of full registration with graduation would require considerable planning and preliminary work. These findings will inform policymakers' decision-making. Regardless of the decision, medical students should take on greater responsibility for patient care as undergraduates, assessment methods in clinical practice and professionalism domains need development, and good practice in postgraduate supervision and support must be shared.

An Exploration of the Use of Coaching and Mentoring in the Supervision of Doctoral Students in UK University Business Schools

Purpose: to consider and evaluate the student and supervisor experience of doctoral supervision (dyadic and triadic) and specifically the value of using coaching and mentoring approaches (process and relationship) in supervisory practice. Design/methodology/approach: phase one is a mixed methods study exploring the use of coaching and mentoring in doctoral supervision on traditional and taught doctoral programmes in one UK university business school. The focus is on developing a conceptual model for doctoral supervisory practice for the transfer of learning and the improvement of practice. Phase two will be a collaborative action research study in a range of UK university business schools to use, reflect on and refine the conceptual model of supervision. Findings: the initial findings from phase one will be reported on at the conference presentation. Research limitations/implications: we have tentative agreements from four UK university business schools for phase two (subject to ethics approval). Practical implications: students and supervisors participating in the research will benefit from having the opportunity to review and improve their practice; the participating business schools will have the opportunity to review and potentially revise their doctoral student and supervisor training; and a business school’s reputation for high quality doctoral supervision could be enhanced. Social implications: could potentially benefit numerous future students and supervisors across a wide range of UK university business schools. Originality/value: there does not appear to be any previously published research on the use of coaching and mentoring in doctoral supervision in UK university business schools for the transfer of learning and improvement of practice.

Une étude descriptive d’un modèle de supervision en distanciel faisant appel aux TIC lors des stages réalisés dans les milieux scolaires éloignés de leur université

Les différents acteurs impliqués dans la formation pratique en milieu scolaire doivent composer avec les réalités culturelles et territoriales des régions du Québec. Les étudiants issus des régions éloignées des universités souhaitent retourner dans leur milieu d’origine afin d’y réaliser un de leur stage. L’omniprésence des technologies de l’information et des communications (TIC) dans les milieux scolaires et universitaires et l’exigence du Ministère de l’Éducation du Québec (MEQ) (2001) à développer une compétence professionnelle qui vise à intégrer les TIC aux fins de préparation, de pilotage et de gestion de l’enseignement concourent à mettre en place un modèle de supervision qui puisse répondre aux exigences liées au domaine de la formation pratique. Les enjeux sont de taille et méritent que l’on s’y attarde. Prenant en considération le fait que l’observation et la communication entre les différents partenaires de la supervision du stagiaire sont à la base d’une formation efficiente qui puisse répondre aux besoins des étudiants, la présente étude propose un modèle de supervision pouvant accroître la présence des universités dans les milieux plus éloignés et ainsi assurer un accompagnement optimal des stagiaires sur l’ensemble du territoire québécois. Cette recherche a pour objectif de mieux comprendre les avantages et les limites d’un modèle de supervision en distanciel faisant appel aux TIC lors des stages réalisés dans les milieux scolaires éloignés de leur université. Plus précisément, l’étude répond à trois objectifs en identifiant (1) les avantages et (2) les limites liés à la supervision des stages lorsqu’ils se déroulent par l’entremise des TIC et en contribuant à (3) comprendre l’efficience d’un modèle de supervision en distanciel appuyé par les TIC sur l’accompagnement des stagiaires dans le développement de leurs compétences professionnelles de l’acte d’enseigner et de l’identité professionnelle. Afin de saisir les enjeux d’un tel modèle, une étude qualitative descriptive s’avère être le choix qui s’impose. Une rigoureuse collecte de données menée auprès de quatre stagiaires, leur enseignant associé respectif et leur superviseur à l’aide de grilles d’observation, d’enregistrements vidéo, de journaux de bord et d’entrevues semi-dirigées permet de répondre à quatre questions de recherche. Ces dernières s’interrogent sur l’efficience d’un modèle de supervision en distanciel au plan de l’encadrement du stagiaire avant, pendant et après sa prestation, au plan du développement des compétences professionnelles de l’acte d’enseigner et de l’identité professionnelle et au plan de la communication entre les partenaires de la supervision. Les données recueillies à partir des différents outils permettent la présentation d’une description de chaque étape et des avantages et des limites de chacune d’elles : l’accueil, l’observation, les échanges-partenaires et la rétroaction. L’étude permet également de mieux comprendre les avantages et les limites d’une supervision en distanciel appuyé par les TIC lors des stages se déroulant dans les milieux scolaires éloignés de leur université. Ainsi, l’étude fait ressortir que chaque étape du modèle de supervision en distanciel proposé contribue, à différents égards, à rendre la supervision efficiente sur le plan de l’accompagnement au développement des compétences professionnelles. Des recommandations et des pistes de recherches sont proposées afin de maximiser le potentiel du modèle.

General school laws.

Vol. for 1864 bound with Report of the Superintendent of Public Instruction, 1863.

Bibliography on supervision and curriculum development.

Mode of access: Internet.

Comparative statistics, counties of Washington and condition of school districts /

Title varies slightly.

The value of supervision in the rural schools of Oakland County ...

At head of title: Michigan Education Association.

A year's supervision of elementary instruction in Caroline County, 1923-1924.

Mode of access: Internet.

Relationships between school preference and success in OCS,

At head of title: Interim report.

Public School Approval annual report.

"Completed for compliance with Public Act 85-524."

The Illinois program for evaluation, supervision, and recognition of schools /

Cover title.

Health supervision in Los Angeles City schools /

Includes twenty sample forms, one in Spanish.

Secrets of successful supervision; combined notes of conferences for the supervisory personnel of the Utilities Commission of the city of Monore.

Mode of access: Internet.