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Title: 3rd International Digital Curation Conference


1
3rd International Digital Curation Conference
  • The Digital Future
  • Professor John Wood, Principal of the Faculty of
    Engineering, Imperial College, London

12th December 2007, Washington DC
2
Issues
  • Data Deluge
  • Curation and Provenance
  • Interoperability
  • Multi-disciplinarity of research
  • Linking of publications to data
  • What is coming up Tower of Babel or Nations
    Speaking unto Nations. the need for
    International Strategies

3
The UK position
  • A Recent Report has been published by the Office
    of Science and Technology entitled Developing
    the UKs e-infrastructure for science and
    innovation
  • A strategic team is now meant to be looking at
    the implementation implications.
  • Research Councils fund basic academic research
    and some data repositories. Some Councils see
    this as a long term commitment, others as short
    term research projects
  • The Joint Information Service Committee (JISC)
    that runs the academic network supports a number
    of institutional publication repositories, the
    Data Curation Centre, the National Grid Service
    and developments in Virtual Research
    Environments.

4
OSI Report Key recommendations
  • The UKs e-infrastructure should provide
    researchers with
  • gt Access to the systems, services, networks and
    resources that they need at the point that they
    need them
  • gt Facilities to discover resources easily and use
    them appropriately
  • gt Confidence in the integrity, authenticity and
    quality of the services and resources they use
  • gt Assurance that their outputs will be accessible
    now and in the future
  • gt A location-independent physical infrastructure
    for combining computation and information from
    multiple data sources
  • gt Advanced technologies to support collaborative
    research
  • gt The training and skills needed to exploit the
    services and resources available to them

5
OSI Report Key recommendations
  • The e-infrastructure should allow researchers to
  • gt Exploit the power of advanced information
    technologies and applications to continuously
    enhance the process of research itself
  • gt Collaborate and communicate securely with
    others, across disciplines, institutions and
    sectors
  • gt Maximise the potential of advanced technologies
    to support innovation and experimentation
  • gt Share their research outputs with others and
    re-use them in the future
  • gt Engage with industry in support of wider
    economic goals

6
OSI Report Key recommendations
  • The e-infrastructure must enable
  • gt The growth of knowledge transfer and the
    development of the commercial applications of
    research outputs
  • gt Research funders to track the outputs from the
    research they fund
  • gt The protection of individuals privacy and
    work, within regulatory, legal and ethical
    constraints
  • gt The protection of intellectual property and
    rights management
  • gt The preservation of digital information output
    as a vital part of the nations cultural and
    intellectual heritage

7
MRC Data Sharing and Preservation
  • The MRC expects valuable data arising from
    MRC-funded research to be
  • made available to the scientific community with
    as few restrictions as
  • possible. Such data must be shared in a timely
    and responsible manner.....
  • MRC research data are publicly-funded and, as a
    public good, must be made available for new
    research purposes in a timely, responsible
    manner.
  • Governance of researcher access to MRC-funded
    research data must balance the interests of data
    creators, custodians, users and data subjects.
  • 3. Access policies and practices for individual
    MRC-funded datasets must be transparent,
    equitable, practicable and provide clear
    decisions consistent withMRC data sharing
    policy.
  • 4. Access to, and use of, MRC-funded data must
    comply with statutory and other regulatory
    requirements, and good research practice.

8
JISCs Role in Developing a UK e-infrastructure
  • Needs mandate to be agreed on what data service
    of the future will be.
  • Needs to take account of relevant international
    developments, including work by
  • e-IRG (e-Infrastructure Reflection Group)
  • ESFRI (European Strategy Forum on Research
    Infrastructures)
  • US initiatives to develop a cyberinfrastructure

9
The latest step
  • The Conference looked at the best governance
    models, at the development of a common European
    strategy, and at the international dimension of
    Research Infrastructures.
  • This provided valuable feedback in the launch of
    the EC's 7th Framework Programme and in the
    updating of the European roadmap of Research
    Infrastructures.
  • The Conference covered all types of Research
    Infrastructures including the e-infrastructures
    and especially distributed ones.

10
OECD principles and guidelines (2007)
  • OECD Principles and Guidelines for Access to
    Research Data from Public Funding
  • 13 principles
  • A. Openness
  • Openness means access on equal terms for the
    international research community at the lowest
    possible cost, preferably at no more than the
    marginal cost of dissemination. Open access to
    research data from public funding should be easy,
    timely, user-friendly and preferably
    Internet-based.
  • B, C, ... M Flexibility, Transparency, Legal
    conformity, Protection of intellectual property,
    Formal responsibility, Professionalism,
    Interoperability, Quality, Security, Efficiency,
    Accountability, Sustainability.
  • http//www.oecd.org/dataoecd/9/61/38500813.pdf

11
Implications of e-science
  • e-science is about inventing and exploiting new
    advanced computational methods to
  • create a new approach to shared research between
    groups and facilities
  • generate, curate and analyze data
  • link publications to data
  • develop and explore models and simulations at an
    unprecedented scale and to use simulations to run
    experiments
  • help the set-up of distributed virtual
    organizations to ease collaboration and sharing
    of resources and information and the remote
    operation of facilities

12
Who are the users today?
  • Research communities in urgent need for new
    advanced methods because they face unprecedented
    computational challenges
  • Example High Energy Physics
  • LHC
  • Neutrino Mass
  • Gravitational Waves
  • Research communities foreseeing the need for new
    advanced computational methods because of new
    major projects
  • Example fusion (ITER)
  • Other research communities - a holistic approach
  • Geophysics
  • Condensed Matter
  • Meteorology
  • Energy

13
A New Approach
  • Increasingly there will be multi-disciplinary
    approaches to mining data relating, for example
  • Biological with Social Science Data
  • Fundamental physics with environmental
    monitoring and solar activity

14
The early adopters HEP
  • The High Energy Physics was the first research
    community to adopt globally the grid paradigm for
    data collection and analysis
  • High Energy Physics adopted grids for LHC to
    handle the unprecedented volume of data produced
  • Highly structured community acting as Guinea
    pig
  • High Energy Physics is the n1 user of
    e-infrastructures around the world
  • 99.9 of the data from Atlas has to be removed in
    the first few microseconds to avoid web
    overload!!

15
Looking forward - the LHC at CERN
CMS
NExT project
LHC analysis inititiative with Southampton
ATLAS tracker at RAL
CMS calorimeter crystal
Invented at RAL
Physics data in 2008!
LHC computing at RAL
ATLAS
16
Particle Physics
  • Progress towards the LHC at CERN - first beam in
    2008

17
Achievements in High Energy Physics
  • the example of EGEE
  • (Enabling Grids for E-science)
  • 50K jobs/day
  • gt 10K simultaneous jobs during prolonged periods
  • Reliable data distribution service demonstrated
    at 1.6 GB/sec from CERN to LHC Computing Grid
    national nodes

18
The new world of neutrino physics
SNO detector
The sun imaged with neutrinos (by the SuperK
experiment)
SuperKamiokande and SNO open a new world of
neutrino oscillations discovery that neutrinos
have tiny masses and mix
Oscillations Confirmed by MINOS in 2006
Neutrino discovery timeline ?
19
Looking forward - Neutrino Physics
T2K at J-PARC - starts 2009 A strong role in
detector and accelerator development and in
physics analysis
  • MICE at RAL - installing now
  • Demonstrate cooling a muon beam

Learn more about neutrino mixing angles
Technology demonstration
Neutrino Factory international scoping study ?
design study RAL is one credible site
Explore CP violation origin of matter in the
universe?
20
Neutrino Mass
The acceleration of the expanding universe has
been accepted. To understand the expansion
dynamics several models have been proposed.
  • Further data will be acquired in the next few
    years through the construction of new surveys of
    galaxies and clusters of galaxies, which will map
    billions instead of the current millions of
    objects.
  • Cosmologists will be producing Petabytes of data
    per year from these surveys which is a massive
    increase for their current data volumes and a
    need for experience in the management of such
    vast data volumes to guide him and the cosmology
    research community on how to address their data
    management problems.

21
Gravitational Waves LISA
  • Laser Interferometer Space Antenna (LISA)
    Pathfinder is intended to detect gravitational
    waves. For LISA to control the spacecraft
    position with an accuracy of a few millionths of
    a millimetre.

ESA will design, develop, launch and operate the
LISA Pathfinder spacecraft. A consortium of
European scientific institutes will provide two
test-masses in a nearly perfect gravitational
free-fall and a sophisticated system to measure
and control their motion with unprecedented
accuracy.
22
Meteorology
23
Geophysics
  • key technologies for OilGas.
  • seismic processing platform
  • reservoir simulation
  • added values
  • Capability to solve complex problems and to
    validate innovative algorithms on real size
    data sets
  • Close the gap between Research and Industrial
    environment
  • Attract and keep brightest researchers
  • Framework for Industry/Research collaboration

24
No longer one technique!
  • The problems facing society demand a
    multi-technique approach.
  • Users are not expert in these techniques
  • E.g. Biologists will send samples and remotely
    access data.
  • Access Grid will enable several scientists to
    control in real time
  • Interoperability between equipment and data sets
    becomes imperative.
  • In real time who can drive the experiment.
    Computer simulations will have real time feedback
    during the experiment. One informs the other.

25
Rutherford Appleton Laboratory
26
CCLRC Technology
efficient large solid angle detectors...
fast electronics
  • detectors advanced data acquisition
  • unique synergy within CCLRC
  • e-technologies (e-science)
  • bringing the central facilities into the
    universities

27
In practice Its all about scale
  • Creation
  • Examining the detector arrays on the MAPs
    spectrometer at ISIS

28
(No Transcript)
29
SNS target stations and beamlines
30
Major laser developments over the past few years
have ensured the CLF is home to the worlds most
intense lasers
Astra-Gemini
Vulcan
31
A One off experiment
  • Collection
  • An ATSR image of Sicily with Mount Etna eruption
    taken 24 July 2001

32
In practice Its all about scale
  • Computation
  • 3-D rabbit heart MRI rendered at 512 x 512 x 1400
    using 12 GPUs
  • Data needs interpretation and analysis

Picture of heart
33
Developing a new detector for transmission
electron microscopes
1 mm
Commercial programme with MRC LMB Cambridge, MPI
(Germany) and SEI (Holland).
34
Data Deluge!
Capacity eg at RAL 20PB by 2010 1PB 1015
Bytes Billions of Floppys Millions of
CDs Thousands of PCs (todays)
35
Curation who is responsible?
  • Curation
  • Some STFC based Repositories
  • The Atlas Datastore
  • The British Atmospheric Data centre
  • The CCLRC Data Portal
  • The CCLRC Publications Archive
  • The CCPs (Collaborative Computational Projects)
  • The Chemical Database Service
  • The Digital Curation Centre
  • The EUROPRACTICE Software service
  • The HPCx Supercomputer
  • The JISCmail service
  • The NERC Datagrid
  • The NERC Earth Observation Data Centre
  • The Starlink Software suite
  • The UK Grid Support Centre
  • The UK Grid for Particle Physics Tier 1A
  • The World Data Centre for Solar-Terrestrial
    Physics

Atlas Datastore Tape Robot
36
The problem will grow
  • New large scale facilities are being planned and
    built around the world.
  • They will be run remotely and have to interact in
    real time with HPC simulations, each informing
    the other. What will be the role of the
    researcher once the experiment starts?
  • Data storage etc needs to be planned right at the
    start.
  • An example XFEL in Hamburg

37
Schematic layout of a single pass XFEL
A new X-ray source is needed for studies of new,
of non-equilibrium states of matter at atomic
resolution in space and time
38
Peak brightness of pulsed X-ray sources
Ultrafast x-ray sources will probe space and time
with atomic resolution.
Peak Brightness Phot./(s mrad2 mm2
0.1bandw.)
3rd Gen. SR
SPPS
what do we do today and what tomorrow?
2nd Gen. SR
Initial
Laser Slicing
FWHM X-Ray Pulse Duration ps
H.-D. Nuhn, H. Winick
39
Fascination - FELs for hard X-rays
The X-ray free-electron lasers will provide
coherent radiation of the proper wavelength and
the proper time structure, so that materials and
the changes of their properties can be portrayed
at atomic resolution in four dimensions, in space
and time.
Diffraction pattern of 10 x 10 x 10 Au cluster
40
Take a movie of chemical reactions
Schematic presentation of transition states in a
chemical reaction
41
Imaging of a single bio-molecule
Lysozym
with atomic resolution
crystal
single molecule
Oversampling J. Miao, K.O. Hodgson and D. Sayre,
PNAS 98 (2001) 6641-6645
42
Coulomb Explosion von Lyzosym
t0
t50 fsec
t100 fsec
R. Neutze, R. Wouts, D. van der Spoerl, E.
Weckert, J. Hajdu Nature 406 (2000) 752-757
43
The VUV-FEL user facility at DESY
44
Dynamics of condensed-matter systems
  • Lateral coherence
  • Phase transitions nucleation and growth
  • Optical and accoustic phonons
  • Fast dynamics in magnetic systems
  • Surfaces interfaces
  • Melting, solidification
  • Lubrification, friction
  • Nanoparticles
  • Vibrational modes
  • Capillary waves
  • Melting and nucleation

45
VUV-FEL
46
European XFEL Facility in Hamburg
phase II
HERA
phase I
PETRA
XFEL Length ca. 3.3 km
47
XFEL Office and Laboratory Building
48
The European Roadmap for Large Research
Facilities
  • European Strategy Forum on Research
    Infrastructures (ESFRI)
  • Launched in April 2002
  • Commissioned by the Council in 2004 to produce a
    forward look Roadmap akin to the DoE Large
    Facilities Roadmap but including all disciplines
  • First edition published in October 2006
  • Many of the projects are now being funded for
    drawing up preliminary proposals including the
    requirements for e-infrastructure, remote access
    etc.

49
What is ESFRI?
  • The European Strategy Forum on Research
    Infrastructures
  • Brings together representatives of the 27
    Member States,5 Associated States, and one
    representative of the European Commission (EC)
  • Projects must be open access and genuinely
    Pan-European or Global

50
Excellence and Research Infrastructures 
  • Europe has a long-standing tradition of
    excellence in research and its teams continue to
    lead progress in many fields
  • However our centres of excellence often fail to
    reach critical mass
  • There is a need to bring resources together and
    to build a research and innovation area
    equivalent to the "common market" 
  • Renewed impetus behind the European Research Area

51
Social Science and Humanities
6 Projects
CLARIN
CESSDA
EROHS
ESS
SHARE
DARIAH
52
CLARIN
Social Science and Humanities
  • Common Language Resources and Technology
    Infrastructure
  • language resources and technology available and
    useful to scholars of all disciplines, in
    particular the humanities and social sciences
  • harmonise structural and terminological
    differences
  • based on a Grid-type of infrastructure and by
    using Semantic Web technology

www.mpi.nl/clarin
53
CESSDA
Social Science and Humanities
  • Council of European Social Science Data Archives
  • distributed RI that provides and facilitates
    access of researchers to high quality data and
    supports their use
  • now 21 countries in Europe
  • 15,000 data collections
  • access to over 20,000 researchers

www.nsd.uib.no/cessda
54
DARIAH
Social Science and Humanities
  • Digital Research Infrastructure for the Arts and
    Humanities)
  • based upon an existing network of Data Centres
    and Services based in Germany (Max Planck
    Society), France (CNRS), the Netherlands (DANS)
    and the United Kingdom (AHDS)
  • bring essential cultural heritage online.

www.dariah.eu
55
The European Social Survey
Social Science and Humanities
  • monitor long term changes in social values
    throughout Europe
  • produce data relevant to academic debate, policy
    analysis and better governance
  • covers 27 European countries.

www.europeansocialsurvey.org
56
SHARE
Social Science and Humanities
  • Survey of Health, Ageing and Retirement in
    Europe
  • fact-based economic and social science analyses
    of the on-going changes in Europe due to
    population ageing
  • will be expanded to all 25 Member States of the
    EU.

www.share-project.org
57
Environmental Sciences
AURORA BOREALIS
IAGOS-ERI
7 Projects
EUFAR
EURO-ARGO
LIFEWATCH
EMSO
ICOS
58
EMSO
Environmental Sciences
  • deep sea-floor observatories deployed on
    specific sites offshore European coastline
  • allow continuous monitoring for environment and
    security.
  • part of a global endeavour in sea-floor
    observatories
  • long term monitoring of environmental processes
    related to ecosystem life and evolution, global
    changes and geo-hazards
  • key component of GMES and GEOSS.

www.ifremer.fr/esonet/emso
59
EUFAR
Environmental Sciences
  • Heavy-Payload fleet of airborne research in
    Environmental and Geo-Sciences
  • more than 30 instrumented aircrafts for
    tropospheric research, over oceanic, polar and
    remote continental areas, which are especially
    crucial for climate studies

www.eufar.net
60
EURO-ARGO
Environmental Sciences
  • European component of a world wide in situ
    global ocean observing system
  • based on autonomous profiling floats throughout
    the ice-free areas of the deep ocean
  • data are transmitted in real time by satellite
    to data centres for processing, management, and
    distribution

www.coriolis.eu.org
61
IAGOS-ERI
Environmental Sciences
  • integration of routine commercial passenger
    aircraft measurements into a Global Observing
    System
  • regular observations of atmospheric composition
    by installing autonomous instrument packages,
    certified for commercial aircraft (Airbus)

www.fz-juelich.de/icg/icg-ii/iagos
62
LIFEWATCH
Environmental Sciences
  • protection, management and sustainable use of
    biodiversity
  • network of observatories, facilities for data
    integration and interoperability
  • virtual laboratories offering a range of
    analytical and modelling tools
  • a Service Centre providing special services for
    scientific and policy users, including training
    and research opportunities for young scientists

www.lifewatch.eu/
63
ICOS
Environmental Sciences
  • Integrated Carbon Observation System
  • co-ordinated, integrated, long-term high-quality
    observational data of the greenhouse balance of
    Europe and of adjacent key regions of Siberia and
    Africa

www.carboeurope.org
64
Energy
Need to nucleate further work
IFMIF
HiPER
3 Projects
JHR
65
HiPER
Energy
  • large scale laser system designed to demonstrate
    significant energy production from inertial
    fusion
  • supporting a broad base of high power laser
    interaction science
  • revolutionary approach to laser-driven fusion
    known as Fast Ignition

www.hiper-laser.org
66
IFMIF
Energy
  • International Fusion Materials Irradiation
    Facility
  • accelerator-based very high flux neutron source
    to provide a suitable data base on irradiation
    effects on material needed for the construction
    of a fusion reactor

www-dapnia.cea.fr
67
Biomedical and Life Sciences
6 Projects
STRUCTURAL BIOLOGY
BIOBANKS
CLINICAL TRIALS
EATRIS
INFRAFRONTIER
Upgrade of EBI
68
European Biobanking and Biomolecular Resources
Biomedical and Life Sciences
  • network of existing and de novo biobanks and
    biomolecular resources
  • samples from patients and healthy persons,
    molecular genomic resources and bioinformatics
    tools

www.biobanks.eu
69
INFRAFRONTIER
Biomedical and Life Sciences
  • Phenomefrontier in vivo imaging and data
    management tools, for the phenotyping of
    medically relevant mouse models
  • Archivefrontier state-of-the-art archiving and
    dissemination of mouse models (major upgrade of
    the European Mouse Mutant Archive (EMMA))

www.eumorphia.org www.emma.rm.cnr.it
70
Infrastructures for Clinical Trials and
Biotherapy
Biomedical and Life Sciences
  • interconnect existing national networks of
    clinical research centres and clinical trial
    units
  • upgrade or create new facilities for the
    evaluation of innovative biotherapy agents
  • make available professional data centres allowing
    high quality data
  • management across the European Union
  • establish connections with disease-oriented
    patient associations and registries, and
    disease-oriented investigators networks in order
    to foster patients enrolment.

www.ecrin.org
71
Upgrade of European Bioinformatics Infrastructure
Biomedical and Life Sciences
  • platform for data collection, storage,
    annotation, validation, dissemination and
    utilisation
  • substantial upgrade to the existing European
    Bioinformatics Institute (EBI)
  • integrate secondary data resources that are
    distributed across Europe and make the most of
    the diverse expertise of its scientists.

www.ebi.ac.uk
72
Material Sciences
7 Projects
IRUVX
ESS
XFEL
ESRF
ILL
ELI
PRINS
73
The European Spallation Source
Material Sciences
  • worlds most powerful source of neutrons.
  • built-in upgradeability
  • initial 20 instruments
  • will serve 4,000 users annually across many
    areas of science and technology.

http//neutron.neutron-eu.net/n_ess
74
ESRF Upgrade
Material Sciences
  • European Synchrotron Radiation Facility (ESRF)
  • supported and shared by 17 European countries
    and Israel.
  • wide range of disciplines including physics,
    chemistry and materials science as well as
    biology, medicine, geophysics and archaeology
  • many industrial applications, including
    pharmaceuticals, cosmetics, petrochemicals and
    microelectronics.

www.esrf.fr
75
Astronomy, Astrophysics and Nuclear Physics
SPIRAL2
5 Projects
European ELT
KM3NeT
SKA
FAIR
76
The European ELT
Astronomy Astrophisics and Nuclear Physics
  • highest priorities in ground-based astronomy
  • detailed studies of inter alia planets around
    other stars, the first objects in the Universe,
    super-massive Black Holes, and the nature and
    distribution of the Dark Matter and Dark Energy
    which dominate the Universe
  • maintain and reinforce Europes position at the
    forefront of astrophysical research.

www.eso.org/projects/e-elt
77
FAIR
Astronomy Astrophisics and Nuclear Physics
  • high energy primary and secondary beams of ions
    of highest intensity and quality
  • including an antimatter beam of antiprotons
    allowing forefront research
  • experiments with primary beams of ion masses up
    to Uranium and the production of a broad range of
    radioactive ion beams.

www.gsi.de/fair/index_e.html
78
KM3NET
Astronomy Astrophisics and Nuclear Physics
  • deep-sea research infrastructure in the
    Mediterranean Sea
  • cubic-kilometre sized deep-sea neutrino
    telescope for astronomy
  • detection of high-energy cosmic neutrinos
  • long-term deep-sea measurements.

www.km3net.org
79
SKA
Astronomy Astrophisics and Nuclear Physics
  • Square Kilometre Array
  • next generation radio telescope
  • 50 times more sensitive than current facilities
  • survey the sky more than 10,000 times faster
    than any existing radio telescope.

www.skatelescope.org
80
EU-HPC
  • scientific computing network to utilise
    top-level machines
  • limited number of world top-tier centres
  • associated national, regional and local centres
  • Capability (high-performance) and Capacity
    Computing (high-throughput)
  • different machine architectures will fulfil the
    requirements of different scientific domains and
    applications

www.hpcineuropetaskforce.eu
81
Computer Data Treatment, Particles and Space
PhysicsInputs from e-IRG, ESA, CERN
EUHPC (e-IRG)
The CERN Council strategy for particle physics
The ESA Cosmic Vision
82
Global Dimension
  • Several of the projects on the Roadmap require a
    global approach. 
  • Discussions are taking place on how the EU can
    act with one voice
  • A Forum for decision making is urgently needed.
    Next Carnegie meeting this weekend may start to
    resolve
  • Major player are Australia, Japan, Russia, South
    Africa, USA, China, India

83
Science driver-Integration of Data (and
publications)
Neutron diffraction
X-ray diffraction
NMR


High-quality structure refinement
84
Supporting the Research Lifecycle
85
The Information Infrastructure
The Body of Knowledge
86
Current View
87
Future View
88
In practice The web has changed everything!
  • Scientists increasingly expect
  • Access to everything
  • distributed, interoperating information sources
  • Interlinking of everything
  • Revalidation of results repeat experiment
  • Discovery across everything
  • new knowledge from old
  • Archiving of everything
  • Recording unique events
  • Antarctic environmental data

The challenge is to keep pace with increasing
expectations
89
Attracting new research communities a proposed
way forward
  • e-infrastructures should move from computing
    grids toward knowledge grids- the use of semantic
    webs and data mining
  • Many research communities have limited computing
    needs
  • Need to achieve deployment of large scale data
    oriented scientific applications
  • And beyond data integration and knowledge
    management
  • Requirement development and deployment of
    services
  • Middleware services must be extended
  • Data management
  • Security
  • User access must be eased
  • In terms of user friendliness
  • In terms of user support

90
The Future?
  • How much supercomputing power do we need. The
    requirement to balance capacity and capability
  • Enabling data sets from many different sources
    and disciplines to be mined effectively. Just
    how did the scientists and engineers work
    together across boundaries in the construction
    and running of ATLAS at CERN? a possible
    history of science Ph.D in the future!
  • Matching the pull of computer scientists with the
    needs of the academic community. Raising
    aspirations and integrating e-science with the
    development of large networks and facilities
  • How to cope with massive data sets and to protect
    them
  • How will students and teachers know something is
    true? the need for strong measures to track
    provenance.
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