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Masters Degrees (Biological Imaging)

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Through the ethos of research-led teaching, our MSc in Advanced Biological Sciences will provide you with an innovative and rewarding experience within… Read more
Through the ethos of research-led teaching, our MSc in Advanced Biological Sciences will provide you with an innovative and rewarding experience within an excellent environment of state-of-the-art research laboratories, cutting-edge provision for proteomics, genomics, advanced genome sequencing and analysis, a cell imaging suite, transgenic plants facility and an NMR centre for protein structure analysis.

The School has developed bespoke pathways to MSc awards across all of its research areas, affording applicants the opportunity to develop their own postgraduate degree programmes. These new programmes can therefore be based around your particular areas of interest. The title of your degree award will reflect your pathway of choice, which in turn reflects the research interest of the research grouping, for example, MSc Advanced Biological Sciences (Molecular Oncology).

You will be able to choose from a series of taught modules to ensure that you develop the correct academic background and skills to excel in research. You will also be offered a flexible but guided programme of study, which will enable you to develop your leadership, information technology and professional skills.

Pathways include:

Advanced Biological Sciences (Animal Sciences)
Advanced Biological Sciences (Bioinformatics)
Advanced Biological Sciences (Biotechnology)
Advanced Biological Sciences (Cell Signalling)
Advanced Biological Sciences (Chemical Biology)
Advanced Biological Sciences (Conservation Biology)
Advanced Biological Sciences (Evolution and Behavioural Biology)
Advanced Biological Sciences (Food Security)
Advanced Biological Sciences (Functional and Comparative Genomics)
Advanced Biological Sciences (Host: Parasite Biology)
Advanced Biological Sciences (Human Immunity)
Advanced Biological Sciences (Microbiology)
Advanced Biological Sciences (Molecular Oncology)
Advanced Biological Sciences (Plant Sciences)
Advanced Biological Sciences (Post-Genomic Science)
Advanced Biological Sciences (Structural Biology)

Projects

Research projects offered in previous years include:

Combining species-specific and site-specific conservation: towards a more integrated conservation effort
Interference interactions between Staphylococcus aureus and other members of the nasal microflora
Preparation of recombinant S100P protein for interaction studies
Investigating the activity of potential malarial therapeutics
From mate choice to partner preference
MCL-1 as a regulator of apoptosis in myeloid cell lines
Using experimental evolution to test diffuse coevolution theory in host-symbiont interactions.

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In a fast-moving society, the professional image-maker has a powerful role in the way science is communicated to the world. The professional imager is vital to modern research, science communication, commerce and industry. Read more
In a fast-moving society, the professional image-maker has a powerful role in the way science is communicated to the world. The professional imager is vital to modern research, science communication, commerce and industry. The MSc Biological Photography and Imaging is ideal for students wishing to pursue a career in professional imaging. The study programme incorporates the areas of biological research, imaging (both industrial and media production) and communication. Developing your imaging skills during the course will allow you to integrate scientific and technical aspects with commercial applications. Graduates of our course have gone on to further study in molecular biology and biophysics, or pursued various careers such as medical imaging or wildlife filmmaking.

You are expected to have a high quality undergraduate degree in the biological or related sciences. Applicants with degrees in other disciplines may be accepted at the discretion of the Course Director. Applicants with professional experience at a level equivalent to that of a first degree will also be considered.

Applicants to this programme are expected to have their own digital SLR camera. Systems normally used on this course are Nikon or Canon; if you wish to operate a different system, you need to discuss this with the Course Director.

Key facts

Throughout the course you will have access to technical advice from a dedicated team of staff, high-spec computer equipment, photography studios and photographic stereo and compound microscopes. We also maintain a museum of biological specimens for you to use in assignments.
Teaching on our biology courses was rated as excellent (23/24) in the most recent Teaching Quality Assessment Exercise.
You will take part in a range of field trips in order to develop every aspect of your photography skills. Experts, such as professional wildlife photographers, are closely involved with these trips.
You will receive tuition in the leading industry-standard web design and animation software and will have the opportunity to set up an online portfolio of your work.
This course includes a business component, enabling you to present your skills to the competitive marketplace.

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Medical Imaging impinges on virtually every facet of clinical practice and is one of the key elements in diagnosis, monitoring of and in some cases guiding of therapy. Read more
Medical Imaging impinges on virtually every facet of clinical practice and is one of the key elements in diagnosis, monitoring of and in some cases guiding of therapy. Knowledge of the appropriateness and limitations of the various techniques for imaging is therefore an important skill for clinical scientists, healthcare professionals and clinicians.

It is as well to emphasise at this stage that the programmes offered in Medical Imaging are not clinical courses. However, the teaching of the technical aspects of the various imaging modalities will be firmly grounded in the clinical usage of those modalities. Many of the lecturers are also at the forefront of research in their particular field and will bring insights from, not just current imaging practice but, imaging techniques which are currently in their infancy.

An MSc and a PGDip are offered in Medical Imaging; you are allowed to transfer from your original programme, to another one, provided that you do this before you have completed the programme and before an award has been made. Part time study is also an option. Please contact us on for information on this.

Course Aim

This MSc is designed not only for recent graduates preparing for a career in medical imaging, but also for professionals already working in the field. It aims to cover all aspects of medical imaging, from the basic physics involved, through the different modalities, to the current issues involved in working in a modern UK NHS radiology department.

Objectives - By the end of the MSc programme students should be able to:
•Demonstrate knowledge and understanding of the physical and mathematical aspects of image formation of several techniques;
•Identify the anatomical and physiological properties of tissue associated with image formation and contrast for several techniques;
•Analyse and compare the technical performance of various modalities;
•Demonstrate an understanding of the clinical applications of each technique, the variables involved and how they can be compared;
•Critically analyse the optimisation of combinations of imaging modalities for specific patient groups;
•Analyse the equipment and staff management issues associated with the use of modern technology in modern clinical practice;
•Apply IT in literature searching, analysis and display of data, and report writing to enhance life-long learning in medical imaging;
•Demonstrate enhancement of their professional skills in communication, problem-solving, learning effectively and quickly, and effective self-management;
•Critically evaluate relevant published work, demonstrating an understanding of the underpinning principles of statistics, project design and data analysis;
•Plan and implement a research project.

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This Masters in Sensor and Imaging Systems (SIS) focuses on the technologies and techniques that underpin a vast range of societal, research and industrial needs. Read more
This Masters in Sensor and Imaging Systems (SIS) focuses on the technologies and techniques that underpin a vast range of societal, research and industrial needs. It is delivered and awarded jointly by the Universities of Glasgow and Edinburgh. Sensing and sensor systems are essential for advances in research across all fields of physics, engineering and chemistry and are enhanced when multiple sensing functions are combined into arrays to enable imaging. Industrial applications of sensor systems are ubiquitous: from mass-produced sensors found in modern smart phones and every modern car to the state-of-the-art, specialist high-value sensors routinely used in oil and gas recovery, scientific equipment, machine tools, medical equipment and environmental monitoring. This is an industry-focused programme, designed for people looking to develop skills that will open up opportunities in a host of end applications.

Why this programme

-This is a jointly taught and awarded degree from the University of Glasgow and the University of Edinburgh, developed in with conjunction with CENSIS.
-CENSIS is a centre of excellence for Sensor and Imaging Systems (SIS) technologies, CENSIS enables industry innovators and university researchers to collaborate at the forefront of market-focused SIS innovation, developing products and services for global markets.
-CENSIS, the Innovation Centre for Sensor and Imaging Systems, is one of eight Innovation Centres that are transforming the way universities and business work together to enhance innovation and entrepreneurship across Scotland’s key economic sectors, create jobs and grow the economy. CENSIS is funded by the Scottish Funding Council (£10m) and supported by Scottish Enterprise, Highlands and Islands Enterprise and the Scottish Government.
-CENSIS has now launched its collaborative MSc in Sensor and Imaging Systems, designed to train the next generation of sensor system experts.
-This programme will allow you to benefit from the commercial focus of CENSIS along with the combined resources and complementary expertise of staff from two top ranking Russell Group universities, working together to offer you a curriculum relevant to the needs of industry.
-The Colleges of Science and Engineering at the University of Glasgow and the University of Edinburgh delivered power and impact in the 2014 Research Excellent Framework. Overall, 94% of Edinburgh’s and 90% of Glasgow’s research activity is world leading or internationally excellent, rising in Glasgow’s case to 95% for its impact.

Programme structure

The programme comprises a mix of core and optional courses. The curriculum you undertake is flexible and tailored to your prior experience and expertise, your particular research interests, and the specific nature of the extended research project topic provisionally identified at the beginning of the MSc programme.

Graduates receive a joint degree from the universities of Edinburgh and Glasgow.

Programme timetable
-Semester 1: University of Glasgow
-Semester 2: University of Edinburgh
-Semester 3: MSc project, including the possibility of an industry placement

Core courses
-Circuits and systems
-Detection and analysis of ionising radiation
-Fundamentals of sensing and imaging
-Imaging and detectors
-Technology and innovation management
-Research project preparation

Optional courses
-Biomedical imaging techniques
-Biophysical chemistry
-Biosensors and instrumentation
-Chemical biology
-Digital signal processing
-Electronic product design and manufacture
-Electronic system design
-Entrepreneurship
-Lab-on-chip technologies
-Lasers and electro-optic systems
-Microelectronics in consumer products
-Microfabrication techniques
-Nanofabrication
-Physical techniques in action
-Waves and diffraction

Industry links and employability

-This is an industry-focused programme, developed in conjunction with CENSIS, an Innovation Centre established to maximise the growth potential of Scottish companies operating in the sensor systems market. It will appeal to graduates seeking to develop sensor and imaging systems (SIS) skills that can be used in a range of end markets and applications.
-SIS is key enabling technology to achieve quality, efficiency and performance across all key markets – from transport, security and oil and gas, through to agriculture, the built environment and life sciences. The underlying requirement across of these sectors is the same: to sense, measure, process, communicate and visualise in a way that provides valuable and actionable information based on data.
-Sensing is essential for advances in research across all fields of physics, engineering and chemistry, and is enhanced when multiple sensing functions are combined into arrays to enable imaging. Industrial applications of SIS are ubiquitous: from mass-produced sensors found in smart phones and cars, to the state-of-the-art, specialist high-value sensors routinely used in oil and gas recovery, scientific equipment, machine tools, medical equipment and environmental monitoring.
-Increasingly, sensor systems – along with their underpinning device, signal processing, networking, information dissemination and diagnostics technologies - are being tightly integrated within the products and services of a wide range of Scottish businesses. There are endless opportunities within this emerging global market (worth £500Bn) to develop fundamental changes to benefit society and commercialise sensor lead products over wide market areas.
-Markets that need graduates with SIS skills include include defence and security, renewables, aerospace, subsea, intelligent transport, environmental science, built environment, energy and the smart grid, healthcare and drug discovery, medical diagnostics, and food and drink.

Career prospects

You will gain an understanding of sensor-based systems applicable to a whole host of markets supported by CENSIS.

Career opportunities are extensive. Sensor systems are spearheading the next wave of connectivity and intelligence for internet connected devices, underpinning all of the new ‘smart markets’, e.g., grid, cities, transport and mobility, digital healthcare and big data.

You will graduate with domain-appropriate skills suitable for a range of careers in areas including renewable energy, subsea and marine technologies, defence, automotive engineering, intelligent transport, healthcare, aerospace, manufacturing and process control, consumer electronics, and environmental monitoring.

Globally, the market for sensor systems is valued at £500Bn with an annual growth rate of 10%. The Scottish sensor systems market is worth £2.6Bn pa. There are over 170 sensor systems companies based in Scotland (SMEs and large companies), employing 16,000 people in high-value jobs including product R&D, design, engineering, manufacturing and field services.

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1-year fully funded studentships still available (for EU students only). Read more
1-year fully funded studentships still available (for EU students only)

MRes in Experimental Physiology and Drug Discovery (Bio-Imaging) is a unique 12 month full-time multi-disciplinary course which aims to give all participants an introduction to the different aspects of biomedical imaging (including hardware and probe development, in vivo and in vitro experimental application, software development and data analysis). In addition, participants will be given training in comparative anatomy, physiology and pharmacology of laboratory animals, they will also obtain a Home Office Personal licence and hands-on experience of a range of in-vivo techniques used in research.


Students will follow already taught courses in Biomedical Imaging, and Experimental Physiology and Drug Discovery. Students will also be taught transferrable skills subjects, such as safety awareness, intellectual property management, time and project management and presentation and communication skills. In addition, students will undertake an individual research project throughout the course and submit a research thesis.


Aims and Objectives

Provide science graduates with:

- an introduction to the different aspects of biomedical imaging
- the ability to perform biomedical imaging, such as probe development or the experimental applicatoin of imaging in vivo
- intensive hands-on in vivo functional biology research training
- the ability to perform the physiological and pharmacological studies in drug development


Content and Structure

Part A: Bio-imaging, animal handling, Home Office training course, comparative anatomy and physiology and drug discovery.

Part B: Six practical modules focused on in vivo research skills (problem solving, e-learning, journal club and lectures).

Part C: 21 week in vivo research project

Career opportunities

The course will provide students with an insight into the principles of drug discovery and translational medical science. Importantly, those students wanting to undertake a PhD in in-vivo science will have gained a Home Office personal licence and be confident in animal handling and techniques. The students will thus be well equipped to make rapid progress in research. Furthermore, having learnt about biomedical imaging from development to application, they will also be better equipped to develop a fully integrative approach to their research problem. The multidisciplinary nature of the course will give students the ability to appreciate the importance of translating the results of scientific and cliical discoveries into potential benefits to healthcare.

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The number of industries requiring highly skilled graduates in the biological and biomolecular sciences is rapidly expanding and remains based on the principle that employable graduates should possess a range of key skills. Read more
The number of industries requiring highly skilled graduates in the biological and biomolecular sciences is rapidly expanding and remains based on the principle that employable graduates should possess a range of key skills. The MSc in Biological and Biomolecular Science by Negotiated Learning will afford students the flexibility to broaden their understanding of biological and biomolecular science against a backdrop of learning core technical, methodological and innovation skills relevant to the industry and academia.
Several innovative specialisations are available from a carefully chosen range of modules from the relevant disciplines within the UCD School of Biomolecular & Biomedical Science and the UCD School of Biology and Environmental Science. These provide students with an exciting prospect of studying and researching in the interdisciplinary fields of genetics, cell biology, biochemistry, molecular biology, microbiology and biodata analysis. This diverse offering aims to enhance and develop a student’s current knowledge and skill base using a wide range of taught components and applied research skills. Guidance from expert faculty is provided to tailor a programme that will meet the anticipated requirements of the student’s objectives and career goals.

Key Fact

This MSc in Biological and Biomolecular Science is the first of its kind offered in Ireland by Negotiated Learning. This offers students a unique opportunity to combine skills and learning from several related disciplines with guidance from expert faculty staff, and to deepen their knowledge in one of our specialisations.

Course Content and Structure

The course is divided into the following:
•Core Laboratory Research Skills (30 credits) – including techniques such as RT-PCR, western blotting and imaging studies.
•Core Professional Taught Skills Modules (20 credits) – including career development, quantitative tools, science writing and communication skills.
•Optional Taught modules (40 credits) – involves selecting one of the following specialisations and selecting specific modules within
these that meet the student’s learning objectives.

The Specialisations Available:
• Genetics and Cell Biology: investigates cellular signalling, architecture, imaging, trafficking and transport, genetic basis of disease, model organisms, epigenetics, etc.
• Microbiology and Infection Biology: investigates mechanisms of pathogenic micro-organisms, host response to infection, immunopathologies, host-pathogen interactions, development of diagnostics, applied microbiology, etc.
• Biochemistry and Synthetic Biology: investigates metabolism and disease, protein-protein interactions, cell signalling, protein structure and analysis.

Career Opportunities

This programme will enable you to choose from a wide range of careers and areas of postgraduate study. This multi-disciplinary course provides a solid grounding for careers in industry, health and research, such as Quality Assurance, Quality Control, Microbiology, Process control, Technical Transfer, Research and Development, and Regulatory Affairs, Scientific Editor or Writer, Lab Technician or Analyst roles.

An academic staff member will advise you on a specialisation and module choices based on the opportunities you hope to unlock.

Facilities and Resources

Students on this programme will benefit from the use of a research skills laboratory in the prestigious UCD Conway Institute, as well as state-of-the-art teaching and laboratory facilities in the new O'Brien Centre for Science.

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The M.Sc. in Medical Physics is a full time course which aims to equip you for a career as a scientist in medicine. You will be given the basic knowledge of the subject area and some limited training. Read more
The M.Sc. in Medical Physics is a full time course which aims to equip you for a career as a scientist in medicine. You will be given the basic knowledge of the subject area and some limited training. The course consists of an intense program of lectures and workshops, followed by a short project and dissertation. Extensive use is made of the electronic learning environment "Blackboard" as used by NUI Galway. The course has been accredited by the Institute of Physics and Engineering in Medicine (UK).

Syllabus Outline. (with ECTS weighting)
Human Gross Anatomy (5 ECTS)
The cell, basic tissues, nervous system, nerves and muscle, bone and cartilage, blood, cardiovascular system, respiratory system, gastrointestinal tract, nutrition, genital system, urinary system, eye and vision, ear, hearing and balance, upper limb – hand, lower limb – foot, back and vertebral column, embryology, teratology, anthropometrics; static and dynamic anthropometrics data, anthropometric dimensions, clearance and reach and range of movement, method of limits, mathematics modelling.

Human Body Function (5 ECTS)
Biological Molecules and their functions. Body composition. Cell physiology. Cell membranes and membrane transport. Cell electrical potentials. Nerve function – nerve conduction, nerve synapses. Skeletal muscle function – neuromuscular junction, muscle excitation, muscle contraction, energy considerations. Blood and blood cells – blood groups, blood clotting. Immune system. Autonomous nervous system. Cardiovascular system – electrical and mechanical activity of the heart. – the peripheral circulation. Respiratory system- how the lungs work. Renal system – how the kidneys work. Digestive system. Endocrine system – how hormones work. Central nervous system and brain function.

Occupational Hygiene (5 ECTS)
Historical development of Occupational Hygiene, Safety and Health at Work Act. Hazards to Health, Surveys, Noise and Vibrations, Ionizing radiations, Non-Ionizing Radiations, Thermal Environments, Chemical hazards, Airborne Monitoring, Control of Contaminants, Ventilation, Management of Occupational Hygiene.

Medical Informatics (5 ECTS)
Bio statistics, Distributions, Hypothesis testing. Chi-square, Mann-Whitney, T-tests, ANOVA, regression. Critical Appraisal of Literature, screening and audit. Patient and Medical records, Coding, Hospital Information Systems, Decision support systems. Ethical consideration in Research.
Practicals: SPSS. Appraisal exercises.

Clinical Instrumentation (6 ECTS)
Biofluid Mechanics: Theory: Pressures in the Body, Fluid Dynamics, Viscous Flow, Elastic Walls, Instrumentation Examples: Respiratory Function Testing, Pressure Measurements, Blood Flow measurements. Physics of the Senses: Theory: Cutaneous and Chemical sensors, Audition, Vision, Psychophysics; Instrumentation Examples: Evoked responses, Audiology, Ophthalmology instrumentation, Physiological Signals: Theory Electrodes, Bioelectric Amplifiers, Transducers, Electrophysiology Instrumentation.

Medical Imaging (10 ECTS)
Theory of Image Formation including Fourier Transforms and Reconstruction from Projections (radon transform). Modulation transfer Function, Detective Quantum Efficiency.
X-ray imaging: Interaction of x-rays with matter, X-ray generation, Projection images, Scatter, Digital Radiography, CT – Imaging. Fundamentals of Image Processing.
Ultrasound: Physics of Ultrasound, Image formation, Doppler scanning, hazards of Ultrasound.
Nuclear Medicine : Overview of isotopes, generation of Isotopes, Anger Cameras, SPECT Imaging, Positron Emitters and generation, PET Imaging, Clinical aspects of Planar, SPECT and PET Imaging with isotopes.
Magnetic Resonance Imaging : Magnetization, Resonance, Relaxation, Contrast in MR Imaging, Image formation, Image sequences, their appearances and clinical uses, Safety in MR.

Radiation Fundamentals (5 ECTS)
Review of Atomic and Nuclear Physics. Radiation from charged particles. X-ray production and quality. Attenuation of Photon Beams in Matter. Interaction of Photons with Matter. Interaction of Charged Particles with matter. Introduction to Monte Carlo techniques. Concept to Dosimetry. Cavity Theory. Radiation Detectors. Practical aspects of Ionization chambers

The Physics of Radiation Therapy (10 ECTS)
The interaction of single beams of X and gamma rays with a scattering medium. Treatment planning with single photon beams. Treatment planning for combinations of photon beams. Radiotherapy with particle beams: electrons, pions, neutrons, heavy charged particles. Special Techniques in Radiotherapy. Equipment for external Radiotherapy. Relative dosimetry techniques. Dosimetry using sealed sources. Brachytherapy. Dosimetry of radio-isotopes.

Workshops / Practicals
Hospital & Radiation Safety [11 ECTS]
Workshop in Risk and Safety.
Concepts of Risk and Safety. Legal Aspects. Fundamental concepts in Risk Assessment and Human Factor Engineering. Risk and Safety management of complex systems with examples from ICU and Radiotherapy. Accidents in Radiotherapy and how to avoid them. Principles of Electrical Safety, Electrical Safety Testing, Non-ionizing Radiation Safety, including UV and laser safety.
- NUIG Radiation Safety Course.
Course for Radiation Safety Officer.
- Advanced Radiation Safety
Concepts of Radiation Protection in Medical Practice, Regulations. Patient Dosimetry. Shielding design in Diagnostic Radiology, Nuclear Medicine and Radiotherapy.
- Medical Imaging Workshop
Operation of imaging systems. Calibration and Quality Assurance of General
radiography, fluoroscopy systems, ultrasound scanners, CT-scanners and MR scanners. Radiopharmacy and Gamma Cameras Quality Control.

Research Project [28 ECTS]
A limited research project will be undertaken in a medical physics area. Duration of this will be 4 months full time

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Biomedical Engineering is a field of engineering that relies on highly inter- and multi-disciplinary approaches to research and development, in order to address biological and medical problems. Read more
Biomedical Engineering is a field of engineering that relies on highly inter- and multi-disciplinary approaches to research and development, in order to address biological and medical problems. Specialists in this area are trained to face scientific and technological challenges that significantly differ from those related to more traditional branches of engineering. Nevertheless, at the same time Biomedical Engineering makes use of more traditional engineering methodologies and techniques, which are adapted and further developed to meet specifications of biomedical applications.

This MSc programme covers the following topics:
• Fundamentals of human physiology;
• Ethics and regulatory affairs in the biomedical field;
• Medical imaging modalities and digital signal processing, their uses and challenges;
• Analysis and design of instrumentation electronics present in a wide range of medical devices;
• Instrumentation and technologies used for clinical measurements;
• Design, analysis and evaluation of critical systems in the context of clinical monitoring, including safety;
• Origin of biological electricity, measurement of bioelectric signals, principles of bioelectric stimulation, and their applications. Applications are welcome from students with a background in Engineering or Physics.

The programme is a joint effort of the School of Engineering and Materials Science and the School of Electronic Engineering and Computer Science. It has strong roots within the well-recognised expertise of academics from the two Schools that deliver the lectures, who have international standing in cutting-edge research on Imaging and Instrumentation. This fact ensures that the programme is delivered with the highest standards in the field. The students also benefit from access to state-of-the-art facilities and instrumentation while undertaking their research projects.The programme is designed with a careful balance of diversified learning components, such that, on completion of their studies, the postgraduates acquire extensive knowledge and skills that make them able to undertake careers in a wide range of professional ambits within the biomedical field, including health care services, industry and scientific research.

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Marine biology is an extraordinarily broad and dynamic subject, reflecting the diversity and energy of marine ecosystems and the fantastic array of life they contain, making this a compelling subject to study. Read more
Marine biology is an extraordinarily broad and dynamic subject, reflecting the diversity and energy of marine ecosystems and the fantastic array of life they contain, making this a compelling subject to study. Marine processes exert massive influences on the Earth’s climate and the pattern of biogeochemical cycling. Closely linked with the diverse research pursuits of a range of scientists this programme allows you to apply and develop your particular skills in a marine context.

Key features

-Study in Plymouth, an internationally renowned city for marine biological research.
-Participate in a specifically designed, topical programme jointly hosted by Plymouth University and the Marine Biological Association (MBA) of the UK.
-Choose between two pathways to suit your research interests, biodiversity and ecology or cellular and molecular biology.
-Benefit from being taught by recognised experts with worldwide links to research organisations and projects.
-Draw on our expertise, working alongside research staff on a personal project.
-Undertake an extensive, original and innovative research project, often in collaboration with MBA Research Fellows, or one of our other partner institutions (Plymouth Marine Laboratory, Sir Alister Hardy Foundation for Ocean Science and the National Marine Aquarium), either in the UK or abroad.
-Excellent training for further research.
-See the benefit from close links with the research community worldwide.

Course details

In your first term you will study core modules which concentrate on building up your general research and academic skills. You’ll also be introduced to the research and organisation of the MBA and the Marine Biology and Ecology Research Centre at the University, with a focus upon raising your awareness of potential dissertation topics and advisors. You’ll take a specific module based on your chosen specialisation. The ecology option includes additional training in the analysis of ecological data and conservation/biodiversity assessments. The cellular and molecular option meanwhile focuses on DNA and microbiological techniques, biological imaging, and electrophysiological methods. The majority of time from mid-January onwards is spent on your research project and dissertation. You’ll undertake your project working directly with researchers at the MBA, Plymouth University or one of our other partner institutions. It may also be possible to conduct your project abroad.

Core modules
-MBAM5106 Advanced Research in Marine Biology
-MBAM5109 Marine Biology MRes Dissertation
-BIO5131 Postgraduate Research Skills & Methods

Optional modules
-MBAM5108 Marine Ecology and Conservation
-MBAM5107 Molecular and Cellular Approaches in Marine Biology

Every postgraduate taught course has a detailed programme specification document describing the programme aims, the programme structure, the teaching and learning methods, the learning outcomes and the rules of assessment.

Advice from graduate Olivia Durkin

"Although I may have not followed the typical path of a marine biology graduate, I have always remained flexible in the available job opportunities and therefore gained a very varied skill set, enabling me to adapt to different roles and projects. Do what you enjoy and it’s ok if you don’t end up being the dolphin trainer you thought you might be."

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The taught Infection Biology MSc will help you to develop your knowledge and understanding of the molecular mechanisms by which bacteria, viruses and parasites cause disease in humans and in domesticated animals, and the immune responses generated by these hosts to such pathogens. Read more
The taught Infection Biology MSc will help you to develop your knowledge and understanding of the molecular mechanisms by which bacteria, viruses and parasites cause disease in humans and in domesticated animals, and the immune responses generated by these hosts to such pathogens. You can choose to specialise in virology, microbiology (bacteriology) or parasitology.

Why this programme

-This degree in Infection Biology allows you to study in an Institute housing two UK National centres of excellence, in Virology and Parasitology, and active in the Scottish Infection Research Network (SIRN), a key clinical focus on healthcare-related
-You will work in the laboratories of internationally recognized infection biology researchers, conducting high quality basic, translational and clinical science.
-We have exciting scholarship opportunities.
-This MSc in Infection Biology provides access to a combination of highly specialised equipment, unique in Scotland, including cutting edge in vitro and in vivo research facilities for biological imaging, high content screening microscopy , and a state of the art polyomics facility bringing together metabolomics, proteomics, genomics, transcriptomics, and integrations of data sets with bioinformatics.
-You can attend guest lectures and workshops from scientists and clinicians working in the pharmaceutical, diagnostic and biotechnology fields.
-You can carry out a research project in an internationally recognized centre of excellence, working with world-leading researchers in infection biology.
-This Infection Biology degree integrates infection biology with cutting edge molecular and cellular techniques.
-The MSc in Infection Bilogy offers breadth, covering bacteria, viruses and parasites.
-Students can opt to specialise in one of the three areas of infection biology, and will graduate with a named specialism e.g. MSc Infection Biology (Microbiology).
-Optional courses allow students to develop their interests: Technology transfer and commercialisation of bioscience research; Drug discovery; Diagnostic technologies and devices; Current trends and challenges in biomedical research and health
-We have excellent opportunities to engage with industrial and clinical scientists, with guest lecturers from the pharmaceutical industry, medical diagnostic laboratories and bioscience business.
-Students have the opportunity to carry out a research project in an internationally recognized centre of excellence, working with world-leading researchers in infection biology.

Programme structure

The MSc programme will consist of five taught courses and a project or dissertation, spread over 11-12 months. Three courses are compulsory, and two are chosen from a series of options.

The PGDip programme will consist of five taught courses, spread over 7-8 months, with three compulsary courses and two chosen from a series of options.

The PgCert programme consists one core taught course over 3-4 months.

Core Courses and Project
-Host-pathogen interactions and immune responses to infection
-Omic technologies for the biomedical sciences: from genomics to metabolomics
-Designing a research project: biomedical research methodology
-Infection Biology Research project (laboratory based or non-laboratory based, in Virology, Parasitology, or Microbiology)

Optional Courses
-Drug discovery
-Diagnostic technologies and devices
-Current trends and challenges in biomedical research and health
-Technology transfer and commercialisation of bioscience research

Teaching and Learning Methods
A variety of methods are used, including lectures, tutorials, workshops, laboratories and problem-based learning. These are supplemented by a wide range of course-specific electronic resources for additional learning and self assessment. As a result, you will develop a wide range of skills relevant to careers in infection biology research, diagnostics or drug development. These skills include team-working, data interpretation and experimental design. You will use the primary scientific literature as an information resource.

Electronic Resources
Our online resources were voted the best in the United Kingdom in the International Student Barometer in 2012, and include:
-A continually updated Moodle (virtual learning environment) with extensive additional teaching and self-assessment materials
-Over 35,000 online textbooks and e-journals available through the University library website, 24/7
-Academic databases of biological sciences and medicine
-Henry Stewart Talks - animated audio visual presentations by world leading experts covering many topics in infection biology

Career prospects

The University of Glasgow MSc in Infection Biology provides you with many career opportunities.

Research: About half of our MSc students enter a research career, mainly by undertaking further postgraduate research studies towards a PhD), or by working in research laboratories in clinical or academic settings, including national government laboratories.

Industry: Other students go on to work in the pharmaceutical, diagnostic or biotechnological industries.

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As well as giving a solid scientific understanding, the course also addresses commercial, ethical, legal and regulatory requirements, aided by extensive industrial contacts. Read more
As well as giving a solid scientific understanding, the course also addresses commercial, ethical, legal and regulatory requirements, aided by extensive industrial contacts.

Programme Structure

The MSc programmes in Biomedical Engineering are full-time, one academic year (12 consecutive months). The programmes consist of 4 core taught modules and two optional streams. Biomedical, Genetics and Tissue Engineering stream has 3 modules, all compulsory (individual course pages). The second option, Biomedical, Biomechanics and Bioelectronics Engineering stream consists of 5 modules. Students choosing this option will be required to choose 60 credit worth of modules.

The taught modules are delivered to students over two terms of each academic year. The taught modules are examined at the end of each term, and the students begin working on their dissertations on a part-time basis in term 2, then full-time during the months of May to September.

Core Modules
Biomechanics and Biomaterials (15 credit)
Design and Manufacture (15 credit)
Biomedical Engineering Principles (15 credit)
Innovation, Management and Research Methods (15 credit)
Plus: Dissertation (60 credit)

Optional Modules

60 credit to be selected from the following optional modules:
Design of Mechatronic Systems (15 credit)
Biomedical Imaging (15 credit)
Biofluid Mechanics (15 credit)
Artificial Organs and Biomedical Applications (15 credit)
Applied Sensors Instrumentation and Control (30 credit)

Module Descriptions

Applied Sensors Instrumentation and Control

Main topics:

Sensors and instrumentation – Sensor characteristics and the principles of sensing; electronic interfacing with sensors; sensor technologies – physical, chemical and biosensors; sensor examples – position, displacement, velocity, acceleration, force, strain, pressure, temperature; distributed sensor networks; instrumentation for imaging, spectroscopy and ionising radiation detection; 'lab-on-a-chip'.

Control – Control theory and matrix/vector operations; state-space systems, multi-input, multi-output (MIMO) systems, nonlinear systems and linearization. Recurrence relations, discrete time state-space representation, controllability and observability, pole-placement for both continuous and discrete time systems, Luenberger observer. Optimal control systems, Stochastic systems: random variable theory; recursive estimation; introduction to Kalman filtering (KF); brief look at KF for non-linear systems and new results in KF theory.

Artificial Organs and Biomedical Applications

Main topics include: audiology and cochlear implants; prostheses; artificial limbs and rehabilitation engineering; life support systems; robotic surgical assistance; telemedicine; nanotechnology.

Biofluid Mechanics

Main topics include: review of the cardiovascular system; the cardiac cycle and cardiac performance, models of the cardiac system, respiratory system and respiratory performance, lung models, physiological effects of exercise, trauma and disease; blood structure and composition, blood gases. oxygenation, effect of implants and prostheses, blood damage and repair, viscometry of blood, measurement of blood pressure and flow; urinary system: anatomy and physiology, fluid and waste transfer mechanisms, urinary performance and control, effects of trauma, ageing and disease; modelling of biofluid systems, review of mass, momentum and energy transfers related to biological flow systems, fluid mechanics in selected topics relating to the cardiovascular and respiratory systems; measurements in biomedical flows.

Biomechanics and Biomaterials

Main topics include: review of biomechanical principles; introduction to biomedical materials; stability of biomedical materials; biocompatibility; materials for adhesion and joining; applications of biomedical materials; implant design.

Biomedical Engineering Principles

Main topics include: bone structure and composition; the mechanical properties of bone, cartilage and tendon; the cardiovascular function and the cardiac cycle; body fluids and organs; organisation of the nervous system; sensory systems; biomechanical principles; biomedical materials; biofluid mechanics principles, the cardiovascular system, blood structure and composition, modelling of biofluid systems.

Biomedical Imaging

Principle and applications of medical image processing – Basic image processing operations, Advanced edge-detection techniques and image segmentation, Flexible shape extraction, Image restoration, 3D image reconstruction, image guided surgery

Introduction of modern medical imaging techniques – Computerized tomography imaging (principle, image reconstruction with nondiffracting sources, artifacts, clinical applications)

Magnetic resonance imaging (principle, image contrast and measurement of MR related phenomena, examples of contrast changes with changes of instrumental parameters and medical applications)

Ultrasound imaging (description of ultrasound radiation, transducers, basic imaging techniques: A-scan, B-scan and Doppler technique; clinical application)

Positron emission tomography (PET imaging) (principle, radioactive substance, major clinical applications)

Design and Manufacture

Main topics include: design and materials optimisation; management and manufacturing strategies; improving clinical medical and industrial interaction; meeting product liability, ethical, legal and commercial needs.

Design of Mechatronic Systems

Microcontroller technologies. Data acquisition. Interfacing to power devices. Sensors (Infrared, Ultrasonic, etc.). Optoelectronic devices and signal conditioning circuits. Pulse and timing-control circuits. Drive circuits. Electrical motor types: Stepper, Servo. Electronic Circuits. Power devices. Power conversion and power electronics. Line filters and protective devices. Industrial applications of digital devices.

Innovation and Management and Research Methods

Main topics include: company structure and organisation will be considered (with particular reference to the United Kingdom), together with the interfacing between hospital, clinical and healthcare sectors; review of existing practice: examination of existing equipment and devices; consideration of current procedures for integrating engineering expertise into the biomedical environment. Discussion of management techniques; design of biomedical equipment: statistical Procedures and Data Handling; matching of equipment to biomedical systems; quality assurance requirements in clinical technology; patient safety requirements and protection; sterilisation procedures and infection control; failure criteria and fail-safe design; maintainability and whole life provision; public and environmental considerations: environmental and hygenic topics in the provision of hospital services; legal and ethical requirements; product development: innovation in the company environment, innovation in the clinical environment; cash flow and capital provision; testing and validation; product development criteria and strategies.

Dissertation

The choice of Dissertation topic will be made by the student in consultation with academic staff and (where applicable) with the sponsoring company. The topic agreed is also subject to approval by the Module Co-ordinator. The primary requirement for the topic is that it must have sufficient scope to allow the student to demonstrate his or her ability to conduct a well-founded programme of investigation and research. It is not only the outcome that is important since the topic chosen must be such that the whole process of investigation can be clearly demonstrated throughout the project. In industrially sponsored projects the potential differences between industrial and academic expectations must be clearly understood.

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The field of Bioengineering is broad, with its foundations in all the engineering sciences as well as in biological, medical, behavioral and health sciences. Read more
The field of Bioengineering is broad, with its foundations in all the engineering sciences as well as in biological, medical, behavioral and health sciences. Joining the Bioengineering Program as a postgraduate student offers you the opportunity to build a bridge between the basic life sciences and engineering and to assist in the advancement of technology.

The key discoveries of the 21st century will come from the systematic application of bioengineering principles and discoveries including the intelligent process utilization of biological information, the design of new diagnostic instruments, devices and sensors, the design of biologically inspired engineering systems, the development of new bioprocesses, and the development of health care products and biomedical materials.

The multi-disciplinary Bioengineering Program allows students to apply the tools of engineering, computer science and physical sciences to their study of biological processes. It adopts a systematic and quantitative approach to the study of biological systems and seeks to provide students with the knowledge to contribute to the biomedical industry as well as to optimize existing bioprocesses and develop new biotechnologies.

Students must undertake substantial coursework, attend and present seminars, and successfully complete a thesis to demonstrate a high level of competence in bioengineering research. The degree will normally take two years of full-time study to complete. Part-time mode study is available.

Research Foci

The Bioengineering Program addresses several major streams of research:
Biological Information Engineering
Investigates issues associated with new computation concepts and tools involved in medical imaging. Research can also be extended to other information-based areas, such as bioinformatics, protein structure prediction, drug design, and system biology.

Bioprocessing and BioProduct Design
The technology of bioprocessing, regulatory, safety and ethical issues involved in biotechnology, and the systematic evolution of production processes using product characteristics to assist in "product-oriented" process design.

Biomaterials and BioMEMS
The engineering of physical and biological properties of synthetic polymers, metals, ceramics and other materials, and their interaction with blood, soft and hard tissues; and the application of biological and bioanalytical methods to micro electrical and mechanical systems, such as genechips.

Facilities

The School of Engineering's Bioengineering Laboratory provides world-class facilities for research. Advanced equipment is available for bacterial and cell culture, centrifugation separation, protein and DNA manipulation, gene amplification, microscopic analysis, digital imaging, and microarray fabrication and analysis.

The Laboratory supports projects on microchip analysis, diagnostic device, tissue engineering, nanobiotechnology, bioproduct processing and bioproduct extraction. Relevant central facilities include the Materials Characterization and Preparation Facility, and the Nanoelectronics Fabrication Facility.

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- Aims. It is our aim to develop in our students the skills required to submit a satisfactory MPhil thesis at the end of their chosen duration (1 year full time or 2 years part time). Read more

Overview

- Aims
It is our aim to develop in our students the skills required to submit a satisfactory MPhil thesis at the end of their chosen duration (1 year full time or 2 years part time). In order to achieve this, a student will have acquired the essential skills required to design and conduct experiments (including applying for ethics approval where necessary), to analyse results, and to communicate these both in writing and orally. These skills will include those that can be transferred successfully to their choice of academic or other career.

- Support
The MPhil at the CBU is achieved by supervised research and is under the jurisdiction of the Degree Committee for the Faculty of Biology. The provision of supervision and teaching is overseen by the Graduate School of Life Sciences. Within the CBU, the internal Graduate Committee is responsible for all aspects of the running of the degrees. A suitable project falling within the interests of the supervisor, and sustainable within the limits imposed by the facilities available at the CBU, is agreed by both student and supervisor, and endorsed by the Graduate Committee. Each graduate student has a primary Supervisor, who will supervise the main body of their research, and an Advisor who acts as a supplementary source of advice and support. We also have two pastoral tutors who offer personal support and counselling throughout a student’s time at the Unit.

- Seminars
Students attend a variety of Unit Seminars given by distinguished scientists. They are able to draw from the CBU’s panels of research volunteers, both normal and clinical, and enjoy the benefits of superb computing facilities and support staff, including a Graphics/Multimedia Officer.

- The Cambridge Graduate Programme in Cognitive and Brain Sciences
CBU students are full members of the Cambridge Graduate Programme in Cognitive and Brain Sciences, which has been jointly established by the Unit and the Departments of Psychology and Psychiatry. This consists of a weekly series of theoretical seminars presented by senior researchers from the CBU and from the University. Lectures will be held on Mondays 4-5.30pm in the West Wing Seminar Room at the MRC Cognition and Brain Sciences Unit, 15 Chaucer Road, Cambridge, CB2 7EF (unless otherwise specified), or at the Psychology department on the Downing Site in Cambridge city centre. Seminars are held during Michaelmas and Lent terms only.
All public talks are publicised on the University talks website, which also contains an archive of older lectures. All scientists at the CBU are expected to attend the two public talk series, held on Wednesdays and Thursdays.

- Facilities and Linkages
The CBU has excellent facilities for experimental behavioural studies involving normal populations and patients with brain damage, as well as institutional links with Addenbrooke’s hospital giving access to various types of patient populations, including stroke and progressive neural degenerative diseases. There is a 3 Tesla MRI scanner on the premises, as well as MEG and EEG facilities. Through its partnership with the University of Cambridge Wolfson Brain Imaging Centre, the CBU has excellent access to PET and additional fMRI (3 Tesla) facilities. The CBU also offers state of the art computing facilities, supporting Unix, PC, and Mac platforms, and handling the large volumes of neuro-imaging data as well as extensive computational modelling. All students have their own networked desktop computer, with internet access through JANET.
The Unit’s close links with the University Department of Psychology and the Department of Psychiatry are strengthened through the Cambridge Graduate Programme in Cognitive and Brain Sciences, a joint programme of termly Seminars given by members of each Department and attended by all graduate students.
The CBU is also an active member of the wider neuroscience community in Cambridge, supported by the Cambridge Neuroscience network.

- Completion on time
For MPhil students a personalised training and research programme will be agreed during the early weeks of the degree.

See the website http://www.graduate.study.cam.ac.uk/courses/directory/blcbmpbsc

Learning Outcomes

By the end of the programme, students will have:
• a comprehensive understanding of techniques, and a thorough knowledge of the literature, applicable to their own research;
• demonstrated originality in the application of knowledge, together with a practical

understanding of how research and enquiry are used to create and interpret knowledge in their field;
• shown abilities in the critical evaluation of current research and research techniques and methodologies;
• demonstrated some self-direction and originality in tackling and solving problems, and acted autonomously in the planning and implementation of research.

Continuing

There is no automatic progression from a CBU MPhil degree to a CBU PhD. MPhil students will need to apply to be considered for a PhD place alongside all other candidates.

Teaching

We offer a variety of theoretical and skills based training to support our wide range of topics and streams of research. A personalised training programme will be agreed for each incoming student in the first few weeks of the degree period. This will cover an agreed timetable of attendance at the various seminars, the research project planned, amd the formal review points throughout the degree.

- Feedback
Continuous assessment and supervision. Students can expect to receive an online feedback report each term.

Funding Opportunities

For eligible applicants, several MRC funded studentships are available, which pay the University Composition Fee, and a small but liveable stipend (currently £13,726 p.a.), however it should be noted that this money has never been allocated to an MPhil student as we always have excellent eligible PhD students whose funding takes priority. In reality a MPhil would almost certainly need to be self-funded or have external funding. Hence, independently funded applications are very welcome, and we will also always nominate successful applicants for the various Cambridge University scholarships available, depending on individual eligibility.

General Funding Opportunities http://www.graduate.study.cam.ac.uk/finance/funding

Find out how to apply here http://www.graduate.study.cam.ac.uk/courses/directory/blcbmpbsc/apply

See the website http://www.graduate.study.cam.ac.uk/courses/directory/blcbmpbsc

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This programme is designed to provide students with a comprehensive understanding of all aspects of nanoscience and its potential environmental and human health-related risk. Read more
This programme is designed to provide students with a comprehensive understanding of all aspects of nanoscience and its potential environmental and human health-related risk. It focuses on the fundamental and underpinning science but also discusses applications, synthesis and policy, and regulatory responses. The programme is research focused, with a large part devoted to an independent but supervised research project carried out in state-of-the-art-laboratories.

*This programme was previously known as MRes Human and Environmental Implications of Nanotechnology and Nanoscience.

Key features of the programme are:

- Coverage of nanoscience and its implications
- Focused teaching and learning modules
- Experimental, field based or modelling research project

The programme is a collaborative endeavour between the Environmental Health Science group in the School of Geography, Earth and Environmental Sciences and the School of Biosciences. Taught and research elements are undertaken concurrently.

About the School of Geography, Earth and Environmental Sciences

The School of Geography, Earth and Environmental Sciences has a renowned history for international excellence in research and teaching.
Our postgraduate programmes are shaped by research that addresses global grand challenges across the fields of geography, planning, earth sciences, environmental science, occupational health and safety, and environmental and public health. With policy- and practice-focused teaching, all our programmes have high employability outcomes.
We offer excellent facilities for postgraduate study including extensive map and archive facilities, earth imaging laboratory, stable-isotope laboratory (SILLA), environmental library, fully digital drawing office, and state-of-the-art laboratories for environmental chemistry, sedimentology, ecology, groundwater and palaeobiology. Our diverse range of programmes will provide you with a thorough understanding of the discipline, high-quality training and skills development, and access to our expert staff and extensive facilities.
Our graduates go on to forge careers in areas that matter – from environmental consultancies and the hydrocarbon industries, to urban planning, policy roles in NGOs and government regulatory services – and make a real contribution to global challenges. Many graduates also go on to study for PhDs.

Funding and Scholarships

There are many ways to finance your postgraduate study at the University of Birmingham. To see what funding and scholarships are available, please visit: http://www.birmingham.ac.uk/pgfunding

Open Days

Explore postgraduate study at Birmingham at our on-campus open days.
Register to attend at: http://www.birmingham.ac.uk/pgopendays

Virtual Open Days

If you can’t make it to one of our on-campus open days, our virtual open days run regularly throughout the year. For more information, please visit: http://www.pg.bham.ac.uk

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This MSc is provided jointly by the Department of Psychology and the York Neuroimaging Centre (YNiC), and recruits contributing faculty from other university departments such as The Hull-York Medical School. Read more
This MSc is provided jointly by the Department of Psychology and the York Neuroimaging Centre (YNiC), and recruits contributing faculty from other university departments such as The Hull-York Medical School. The overarching aim of the MSc in Cognitive Neuroscience at York is to provide a bridge between undergraduate study and PhD research in cognitive neuroscience, experimental psychology and imaging methods.

The course has been developed around training and research using neuroimaging techniques, and the experimental and analytical methods on which they depend. Through our specialist modules students are introduced the principles of neuroimaging, gaining hands on experience in functional magnetic resonance imaging (fMRI), magnetoencephalography (MEG), eletroencephalography (EEG) or transcranial magnetic stimulation (TMS), learning how to design, analyze and evaluate neuroimaging experiments, and how such experiments are contributing to our understanding of the brain mechanisms underpining cognition and behaviour. Along the way, students also receive training on generic statistical, writing and research skills, and are exposed to main research topics in cognitive psychology and cognitive neuroscience. Finally, students complete an extended empirical project, typically using a neuroimaging technique of their choice. The empirical project is supported by the state-of-the-art facilities at YNiC.

Content

Specialist modules place neuroimaging in the wider context of cognitive neuroscientific research and introduce students to the principles of neuroimaging the design of neuroimaging experiments and specialist methods required for the analysis of neuroimaging data. These include:
-Basic principles in neuroimaging
-Research Design and Analysis in Neuroimaging
-Topics in Cognitive Neuroscience
-Programming in Neuroimaging

Empirical project
Project enables students to participate in the design and implementation of a theoretically-motivated piece of pure or applied research in cognitive neuroscience providing hands-on training in advanced brain imaging methods, some of which are being developed at York. Topics are chosen so as to be timely and practicable within the relevant resource and time constraints. We regard it as important that the topic not only engages the interest and enthusiasm of the student, but is also a good match to the specialist expertise and knowledge of the supervisor.

Many of our students' projects are published. Each year we offer projects on a wide variety of topics linked to faculty research interests. For example students have used fMRI to investigate the processing of emotional and social cues, representation of semantic knowledge in the brain, disruption of visual cortex in patients with macular degeneration and brain mechanisms underpinning language understanding, face processing, number processing or anxiety and risky behaviour. Students have also used MEG and TMS to investigate brain mechanisms of memory for words and pictures, connectivity patterns between brain regions and auditory perception. Some of these projects are methodological in nature in that they aim to study the analytical strategies to apply in brain research, or they aim to develop the use of new imaging methods.

General research modules
These provide a solid grounding in contemporary issues in psychology and neuroscience, psychological research methods, professional and generic skills.

Assessment
Modules are assessed through a variety of different assignments and exams including practical reports, essays, multiple choice questions, critical analysis of published papers, short notes on a range of topics, dissertation on the Empirical Project, poster presentation.

Backgrounds

This challenging but rewarding course will best suit applicants who are:
-Interested in the brain and its workings (see What is cognitive neuroscience? in the overview)
-Interested in Psychology as a biological science
-Considering a career in research, especially in psychology, cognitive Neuroscience or imaging methods (many other career choices would be compatible with the general scientific, academic and professional training you will receive as part of the course)
-Comfortable with computers and statistics

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