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After a successful pilot under the name "Prospect," CrossRef will provide a means for publishers to simplify text and data mining access for researchers. Both researchers and publishers will benefit from support of standard APIs and data representations to enable text and data mining across open access and subscription-based publishers, and this is what CrossRef is aiming to provide. This webinar was held on October 28, 2014.
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Rachael LammeyProduct Manager,
CrossRef28 October 2014
Not-for-profit association of scholarly publishers
All subjects, all business models
4,000+ organizations from all over the world
83 non-publisher affiliates, 2000 library affiliates
68 million content items
90,000,000
Services• Cross-publisher
reference linking• Cross-publisher
Cited-by linking• Cross-publisher
metadata feeds• Cross-publisher
plagiarism screening• Cross-publisher
update identification• Cross-publisher
funder identification• Cross-publisher
text and data mining
Powered by iThenticate
A Text and Data Mining Hub for Researchers
What is text and data mining?
Text Mining is an interdisciplinary field combining techniques from linguistics, computer science and statistics to build tools that can efficiently retrieve and extract information from digital text.
http://blogs.plos.org/everyone/2013/04/17/announcing-the-plos-text-mining-collection/It uses powerful computers to find links between drugs and side effects, or genes and diseases, that are hidden within the vast scientific literature. These are discoveries that a person scouring through papers one by one may never notice.
http://www.theguardian.com/science/2012/may/23/text-mining-research-tool-forbidden
http://www.jisc.ac.uk/media/documents/publications/textminingbp_rtf.rtf
Marc Weeber and colleagues used automated text mining tools to infer that the drug thalidomide could treat several diseases it had not been associated with before. Thalidomide was taken off the market 40 years ago, but is still the subject of research because it seems to benefit leprosy patients via their immune systems. Weeber and Grietje Molema, an immunologist, used text mining tools to search the literature for papers on thalidomide and then pick out those containing concepts related to immunology. One concept, concerning thalidomide’s ability to inhibit Interleukin-12 (IL-12), a chemical involved in the launch of an immune response, struck Molema as particularly interesting. A second automated search for diseases that improve when the action of IL-12 is blocked, revealed several not previously linked with thalidomide, including chronic hepatitis, myasthenia gravis and a type of gastritis.
“Type in thalidomide and you get 2-3000 hits. Type in disease and you get 40,000 hits. With automated text mining tools we only had to read 100-200 abstracts and 20 or 30 full papers. We’ve created hypotheses for others to follow up” says Weeber.Weeber et al. J Am Med Inform Assoc. 2003 10 252-259
http://www.forbes.com/sites/stevensalzberg/2014/03/23/why-google-flu-is-a-failure/
Why? • Researchers find it impractical to negotiate
multiple bilateral agreements with hundreds of subscription-based publishers in order to authorize TDM of subscribed content.
• Subscription-based publishers find it impractical to negotiate multiple bilateral agreements with thousands of researchers and institutions in order to authorize TDM of subscribed content.
• All parties would benefit from support of standard APIs and data representations in order to enable TDM across both open access and subscription-based publishers.
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University Press * Edith Cowan University * Editions Necplus * Editora Cubo Multimidia *
Editora Da Universidade Federal Fluminense * Editora Da Universidade Federal de Uberlandia
* Editora Edgard Blucher, Ltda. * Editora Unicentro * Editora Univali * Editorial Committee Of Annals Of Thoracic And
Cardiovascular Surgery * Editorial Committee Of Japanese Journal Of Infectious Diseases,
National Institute Of Infectious Diseases * Editorial Glosa, S.L. * Editorial Office Of Chinese
Journal Of Cancer * Editorial Office Of Earth Science * Editorial Pontificia Universidad
Javeriana * Edorium Journals Pvt. Ltd. * Edorium Pvt Ltd. * Edp Sciences * Education &
Psychology I+D+I * Educational Research E-Journal (Erej) * Educational Travel Foundation *
Edugait Press * Edurad * Edward Elgar Publishing * Ege Universitesi Turk Dunyasi
Incelemeleri Dergisi * Ege University Faculty Of Fisheries * Egitim Danismanligi Ve Arastirmalari
(Edam) * Electric Furnace Steel Forum * Electrochemical Society * Electronic
Enlightenment Project * Electronics And Telecommunications Research Institute (Etri) * Element D. O. O. * Elife Sciences Publications,
Ltd. * Elsevier * Elsevier Bv * Emanuscript Services * Embl-Ebi * Embrapa Florestas * Emed Publishing * Emerald * Emerald (Formerly Mcb
Up) * Emerging Health Threats Forum Cic * Emerging Theatre Research * Emh Swiss
Medical Publishers, Ltd. * Emw Publishing * Encyclopedia Of Life (Natural History Museum) *
Endocrinology Research Centre * Energa Sa * Energy Psychology Press * Engineering (12000 Mgl) * Engineering And Technology Publishing *
Engineering Science And Technology Digital Library * Engineering Technology Press * Engineers Australia * English Literature In
Transition * Entomo Brasilis * Entomological Society Of America * Entomological Society Of
America (Arthropod Management Tests) * Entomological Society Of Canada *
Entomological Society Of Indonesia/Perhimpunan Entomologi Indonesia *
Entomological Society Of Southern Africa * Entomological Society Of Washington *
Entrepreneurship And Sustainability Center * Enviro Research Publishers * Environmental And
Engineering Geophysical Society * Environmental Health Perspectives *
Environmental Mutagen Society * Eocologia Brasiliensis * Eopen Access Publishing * Epi Scp
(El Profesional De La Informacion) * Equine Veterinary Journal Ltd. * Equinox Publishing Ltd.
* Erdkunde * Ernst Reinhardt, Gmbh & Co. Kg * Escola Das Artes, Universidade Catolica
Portuguesa * Escola Superior De Sustentabilidade * Esic Business And Marketing
School * Estonian Academy Publishers * Estonian Association For Applied Linguistics * Estonian Literary Museum Of Scholarly Press * Eucc - The Coastal Union * Eurasian Society Of
Educational Research * Euricse - European Research Institute On Cooperative And Social
Enterprises * Europa Digital & Publishing * European Association Of Geochemistry *
European Association Of Personality Psychology * European Biophysical Societies' Association * European Center Of Sustainable Development *
European Congress Of Radiology * European Council For Modeling And Simulation * European
Defendology Center * European Educational Research Association * European Hiv/Aids And
Infectious Diseases Academy * European Journal Of Chemistry * European Mathematical
Publishing House * European Mathematical Society Publishing House * European Optical Society * European Paediatric Association *
European Peptide Society * European Photochemistry Association * European Physical Society * European Research Press * European
Respiratory Society (Ers) * European Society For Photobiology * European Society Of
Endocrinology * European Society Of Organ Transplantation * European Space Agency * Ewha Womans University School Of Medicine (Kamje) * Exact Science Department, Banat's
Journal Of Biotechnology * Excellus Health Plan, Inc. * Expert Reviews Ltd. * F1000 Research,
Ltd. * Faccamp - Faculdade Campo Limpo Paulista * Facecla * Faculdade De Desporto *
Faculdade De Tecnologia E Ciencias * Faculdade Independente Do Nordeste * Faculty
Of 1000, Ltd. * Faculty Of Civil Engineering Osijek * Faculty Of Civil Engineering, University Of Zagreb * Faculty Of Economics And Business,
University Of Maribor * Faculty Of Economics, Vsb Technical University Of Ostrava * Faculty Of Engineering, Chulalongkorn University * Faculty
Of Family Planning And Reproductive Health Care * Faculty Of Food And Agriculture, United Arab Emirates University * Faculty Of Forestry, University Of Zagreb * Faculty Of Information
Quarterly * Faculty Of Law, Banja Luka University * Faculty Of Law, University Of
Tasmania * Faculty Of Maritime Studies Split * Faculty Of Mathematics, Computer Science And
Econometrics, University Of Zielona Gora * Faculty Of Mathematics, Kyushu University *
Faculty Of Mechanical Engineering * Faculty Of Medicine, Chulalongkorn University (Asian
Biomedicine) * Faculty Of Medicine, Universitas Indonesia * Faculty Of Navigation * Faculty Of
Occupational Safety * Faculty Of Organizational Sciences * Faculty Of Physical Education And Sport, University Of Banja Luka * Faculty Of Transport And Traffic Sciences * Fapunifesp (Scielo) * Faseb * Fb Communication * Fecap
Fundacao Escola De Comercio Alvares * Federation Of American Societies For
Experimental Biology (Faseb) * Federation Of Turkish Pathology Societies * Ferrata Storti
Foundation (Haematologica) * Field Museum Of Natural History * Finish Society Of Forest
Science * Finnish Academy Of Science And Letters * Finnish Zoological And Botanical
Publishing Board * Fisheries Sciences.Com * Florida Entomological Society * Fondazione Annali Die Matematica Pura Ed Applicata *
Fondazione Eni Enrico Mattei (Feem) * Fondazione Pro Herbario Mediterraneo * Food And Agriculture Organization Of The United Nations (Fao) * Food Safety Commission,
Cabinet Office * Foot And Ankle Online Journal * Fordham University Press * Forest Products Society * Forschungsinstitut Freie Berufe *
Forum: Carbohydrates Coming Of Age * Foundation Compositio Mathematica *
Foundation For Cellular And Molecular Medicine * Foundation For Sickle Cell Disease Research *
Foundation Of Computer Science * Franco Angeli * Fraunhofer-Institut Fur Materialfluss
Und Logistik * French Chemistry Society * French Physical Society * French-Vietnamese
Association Of Pulmonology * Freshwater Biological Association * Freshwater Biological Association (Bioone Sponsored) * Freshwater
Biological Association (Publisher) * Frontiers In Bioscience * Frontiers Media Sa * Frontline Medical Communications, Inc. * Fundacao
Educacional Aracatuba * Fundacao Educational De Ituverava * Fundacao Faculdade De
Medicina * Fundacao Getulio Vargas * Fundacao Instituto De Administracao * Fundacao Oswaldo
Cruz * Fundacao Otorrinolaringologia * Fundacao Universidade Regional De Blumenau
* Fundacio Per La Universitat Oberta De Catalunya * Fundacion Ciencia Joven *
Fundacion Cinde * Fundacion De Ciencias De La Salud * Fundacion Infancia Y Aprendizaje (Fia) *
Fundacion Universitaria Konrad Lorenz * Fundamental Journals * Future Medicine Ltd *
Future Science, Ltd * Galaxy Science * Gallaudet University Press * Gata Department
Of Public Health * Gazi University * Gemological Institute Of America * Gems - Genders, Education, Music And Society * General
Healthcare, Inc. * Genetics And Molecular Research * Genetics Society Of America *
Genetics Society Of Japan * Genomic Standards Consortium * Geochemical Society Of Japan *
Geografares * Geographic Information Systems Association Of Japan * Geographical Society Of Finland * Geography Department, University Of Sao Paulo * Geological Association Of Canada *
Geological Institute Of America * Geological Society Of America (Gsa) * Geological Society Of London * Geological Society Of Malaysia *
Geological Society Of South Africa * Geological Survey Of Slovenia * Geologische Vereinigung * Geophysical Center Of The Russian Academy Of Sciences * Georg D.W. Callwey Gmbh & Co. Kg
* George Mason University Press * George Washington University * George Washington
University Institute For Ethnographic Research * Geoscience Australia * Geoscienceworld *
German History Society * Gerofam Journal * Gesellschaft Anthroposophischer Arzte In Deutschland (Gaad) * Global Advances In
Health And Medicine * Global Business Research Center * Global Digital Central * Global Journal Of Community Psychology
Practice * Global Science & Technology Forum * Global Science Heritage * Global Science Press
* Global Summitry Project, Munk School * Global War Studies * Gn1 Genesis Network * Graduate School Khon Kaen University * Graduate School Of Environmental Science, Okayama University
* Graduate School Of Information Sciences, Tohoku University * Grand Canyon University * Grand Valley State University Libraries * Griet
Publications * Growing Science * Grupo Comunicar * Gse Research Limited * Guilford
Publications * Gunther Eysenbach, Jmir Publications * Gutersloher Verlaghaus * Gwv
Fachverlage Gmbh/Vieweg Publishing * Haccp Consulting * Hallym University Press *
Hamburger Welt-Wirtschafts-Archiv * Hamdan Medical Journal * Hans Publishers * Hanyang
University College Of Medicine (Kamje) * Harborside Press, Llc * Harrassowitz Publishing House * Hart Publishing * Harvard University Botany Libraries * Harvard University Press * Harvey Whitney Books Co. * Hau, Journal Of Ethnographic Theory * Health Affairs (Project
Hope) * Health And Medical Publishing Group * Health Reform Observer - Observatoire Des
Reformes De Sante * Health Sciences Research Unit: Nursing * Healthcare Bulletin * Healthy Aging Research * Heidelberger Akademie Der
Wissenschaften, Fiz Karlsruhe * Heldref Publications * Hellenic Endocrine Society *
Helminthological Society * Henry Huntington Library And Art Gallery * Herbert Publications *
Herpetological Society Of Japan * Herpetologists League * Herpetologists' League * Herzogia * Hikari, Ltd. * Hindawi Publishing Corporation * Historians Of Netherlandish Art * Historic Brass Society * Historical Society Of English Studies In
Japan * Historical Society Of Pennsylvania * History Studies International Journal Of History * Hogrefe & Huber Publishing Group * Hokkaido Geographical Society * Hokkaido Sociological
Association * Hong Kong Academy Of Medicine Press * Hong Kong Stm Publishing Co., Ltd. *
Hong Kong University Press * Horizon Research Publishing Co., Ltd. * Hosokawa Powder
Technology Foundation * Human Behavior And Evolution Society Of Japan * Human Biology
(The International Journal Of Population Biology And Genetics) * Human Factors And Ergonomics
Society * Human Frontier Science Program Publishing * Human Geographies * Human
Kinetics * Human Performance Consortium * Human Resources Management Academic
Research Society (Hrmars) * Humana Press * Humboldt Field Research Institute * Hungarian
Association Of Psychopharmacologists * Hungarian Dermatological Society * Hypothesis Journal * Iacsit Press * Iberoamerican Journal Of Industrial Engineering * Ibima Publishing * Ibm *
Ichb Pas Poznan Supercomputing And Networking Center * Icst * Icthyologische
Gesellschaft Hokkaido * Ideas In Ecology And Evolution * Idil Journal Of Art And Language * Idp Education Cambodia, Ltd. * Iedp Ideas For
Leaders * Ifis Publishing * Igi Global * Ijser Publishing * Ijsr Publications * Iktisadi Girisim Ve
Is Ahlaki Dernegi (Igiad) * Iktisat Isletme Ve Finans Dergisi * Illuminating Engineering
Society Of Japan * Illuminating Engineering Society Of North America * Ilmi Etudler Dernegi
(Ilem) * Im Publications * Image Processing Online * Imai Software - International Journal Of Interactive Multimedia And Artificial Intelligence
* Imda Press * Immanuel Kant Baltic Federal University * Immediate Science Ecology * In
Quarto - Editions Ems * Incas - National Institute For Aerospace Research Elie Carafoli *
Inderscience Publishers * Index Copernicus * Indian Academy Of Neurosciences * Indian
Journal Of Medical Specialties * Indian Orthopaedic Research Group * Indiana
Magazine Of History * Indiana University Center For Genomics And Bioinformatics * Indiana University Mathematics Journal * Indiana
University Press * Indiana University Press (Project Muse) * Indonesian Center for Animal
Research and Development (ICARD) * Indonesian Society For Microbiology * Industrial
Chemistry Research Institute * Informa Healthcare * Informa Uk Limited * Information Engineering Research Institute * Information
Processing Society Of Japan * Informs * Infra-M Academic Publishing House * Iniciativa Digital
Politecnica * Inist-Cnrs * Inovagri * Inpress Media Group * Inra France * Insciences
Organization * Insight Knowledge * Insper - Instituto De Ensino E Pesquisa * Institute Of Mathematics, Usc Ras * Institut D'educacio
Fisica De Catalunya (Inefc) * Institut Des Hautes Etudes Scientifiques * Institut Fuer
Internationale Architektur Dokumentation * Institut Fur Weltwirtschaft * Institut Za Lokalno Samoupravo In Javna Narocila Maribor * Institut
Za Migracije I Narodnosti (Institute For Migration And Ethnic Studies) * Institute For Computer Sciences, Social Informatics And Telecommunications Engineering (Icst) * Institute For Condensed Matter Physics *
Institute For Information Policy * Institute For Operations Research And The Management
Sciences (Informs) * Institute For Policy Studies And Social Innovation, University Of Hyogo * Institute For Social Research * Institute For Social Research Zagreb * Institute For The
Theology Of Culture: New Wine, New Wineskins * Institute Of Advanced Engineering And Science * Institute Of Advanced Scientific
Research * Institute Of Aeronautics And Space * Institute Of Agricultural Management * Institute
Of Animal Resources * Institute Of Arctic And Alpine Research (Instaar), University Of
Colorado * Institute Of Chemistry Of Ireland * Institute Of Continuous Media Mechanics *
Institute Of Control, Robotics And Systems * Institute Of Earth's Crust, Siberian Branch Of
The Russian Academy Of Sciences * Institute Of Electrical & Electronics Engineers (Ieee) *
Institute Of Electrical Engineers Of Japan (Iee Japan) * Institute Of Electronic And Information
Technology (Ieit) * Institute Of Electronics, Information And Communications Engineers
(Ieice) * Institute Of Embedded Engineering Of Korea * Institute Of Food Technology * Institute Of Forest Science, Kangwon National University * Institute Of Geographic Science And Natural
Resources Research, Chinese Academy Of Sciences * Institute Of Geography And Spatial Organization, Polish Academy Of Sciences * Institute Of Hematology, Catholic University Press * Institute Of Human Culture Studies,
Otsuma Womens University * Institute Of Image Information And Television Engineers * Institute Of Industrial Applications Engineers * Institute
Of Informatics Problems * Institute Of Information Science, Izum * Institute Of Korean Electrical And Electronics Engineers * Institute Of Life Cycle Assessment, Japan * Institute Of
Malacology * Institute Of Mathematical Statistics * Institute Of Mathematics, Polish
Academy Of Sciences * Institute Of Measurement And Control * Institute Of
Molecular Biology And Genetics (Nas Ukraine) * Institute Of Noise Control Engineering (Ince) * Institute Of Oceanology, Polish Academy Of Sciences * Institute Of Organic Chemistry &
Biochemistry * Institute Of Organic Chemistry And Biochemistry, Academy Of Sciences Of The Czech Republic * Institute Of Palestine Studies
* Institute Of Physical Optics * Institute Of Physics And Engineering In Medicine * Institute
Of Physics, Polish Academy Of Sciences * Institute Of Plant Protection - National Research Institute * Institute Of Plasma Physics - Chinese
Academy Of Sciences * Institute Of Postgraduate Studies, Syiah Kuala University * Institute Of Public Administration And Politics - Icelandic Review Of Politics And Administration * Institute Of Public Finance * Institute Of Pure And Applied Physics (Ipap) * Institute Of Rock Structure And Mechanics, As Cr * Institute Of Slavic Studies Polish Academy Of Sciences *
Institute Of Social Sciences Ivo Pilar * Institute Of Sociology Of The Academy Of Sciences Of The Czech Republic * Institute Of Southeast
Asian Studies * Institute Of Statistical Science * Institute Of Systematics And Evolution Of
Animals, Polish Academy Of Sciences * Institute Of Systems Biology * Institute Of West Asian
Studies (Ikrab) * Institution Of Chemical Engineers (Icheme) * Institution Of Engineering
And Technology (Iet) * Institutional Investor Journals * Instituto Agronomico De Pernambuco
* Instituto Brasiliense De Direito Publico * Instituto De Economia Aplicada A La Empresa (Ieae) * Instituto De Estudios Auriseculares * Instituto De Geociencias - Ufrj * Instituto De Investigaciones Oceanologicas * Instituto De Oceanografia - Furg * Instituto De Pesquisas
Ambientais Em Bacias Hidrograficas (Ipabhi) * Instituto De Salud Carlos Iii/Bncs/Scielo Espana * Instituto Estudios Bursatiles (Ieb) * Instituto Estudios Fiscales * Instituto Evandro Chagas *
Instituto Imani * Instituto Juan De Herrera * Instituto Nacional De Investigacion Y Tecnologia Agraria Y Alimentaria (Inia) * Instituto Nacional
De Salud * Instituto Para O Desenvolvimento Da Educacao * Instituto Politecnico Nacional/Centro
De Investigacion En Computacion * Instituto Superior De Psicologia Aplicada * Instituto
Tecnologico Autonomo De Mexico * Instytut Dermatologii Radoslaw Spiewak * Intech * Integrated Ocean Drilling Program (Iodp) *
Integrated Ocean Drilling Program- Management International * Integrated
Publishing Association * Intellect * Intellectual Property Association Of Japan * Inter-Research Science Center * Inter-University Consortium
For Political And Social Research (Icpsr) * International Academy Of Physical Therapy
Research * International Aids Society * International Association For Bridge And
Structural Engineering (Iabse) * International Association For Computerized Adaptive Testing
* International Association For Energy Economics (Iaee) * International Association For
Engineering Geology & The Environment For Pediatric Intensive Care * International Association For Fire Safety Science *
International Association For Food Protection * International Association For Multidisciplinary Research (Iamure) * International Association
For Plant Taxonomy * International Association For Sharing Knowledge And Sustainability * International Association For Sustainable
Development And Management * International Association For The Study Of Popular Music
(Iaspm) * International Association For Vegetation Science * International Association Of Astacology * International Association Of Chinese Professionals In Global Positioning
Systems * International Association Of Engineering And Technology * International
Association Of Hydraulic Engineering And Research (Iahr) * International Association Of Hydrogeologists * International Association Of
Hydrological Sciences (Iahs) * International Association Of Insolvency Professionals *
International Association Of Lowland Technology * International Association Of Online Engineering (Iaoe) * International Association Of Physical Chemists (Iapc) *
International Association Of School Librarianship * International Association Of
Vegetation Science * International Association Of Volcanology & Chemistry Of The Earth's
Interior * International Atomic Energy Agency * International Bee Research Association * International Bone & Mineral Society *
International Bone And Mineral Society * International Centre For Applied
Thermodynamics (Icat) * International Centre For Diffraction Data (Icdd) * International Centre
For Sustainable Development Of Water * International Centre For Trade And Sustainable Development (Ictsd) * International Centre Of
Insect Physiology And Ecology (Icipe) * International College Of Surgeons *
International Commission Of Irrigation And Drainage * International Community Of Spatial
Planning And Sustainable Development * International Computer Science Company *
International Consortium Of Landslides * International Council For Traditional Music *
International Deep Drawing Research Group * International Dental Research * International Digital Organization For Scientific Information (Idosi) * International Dose-Response Society *
International Ecostations * International Engineering Journal * International Federation
Of Automatic Control * International Federation Of Infection Control * International Food Policy
Research Institute (Ifpri) * International Free And Open Source Software Law Review *
International Glaciological Society * International Health Academy * International
Heart Journal (Japanese Heart Journal) * International Heart Journal Association *
International Institute For Environment And Development * International Institute For
Science, Technology And Education * International Journal Of Alcohol And Drug
Research * International Journal Of Biosciences * International Journal Of Cancer Therapy And
Oncology * International Journal Of Digital Accounting Research * International Journal Of
Eye Banking * International Journal Of Land Systems * International Journal Of Medical
Education * International Journal Of Occupational Medicine And Environmental Health (Ijomeh) * International Journal Of Optimization And Control: Theories And
Applications * International Journal Of Particle Therapy * International Journal Of
Pharmaceutical Sciences And Research * International Journal Of Psychoanalysis, London * International Journal Of Research In Ayurveda And Pharmacy (Ijrap) * International Journal Of
Soft Computing And Software Engineering * International Journal Of Students' Research *
International Language, Literature And Folklore Researchers Journal * International Life
Sciences Institute * International Medical Press * International Microelectronics And Packaging
Society (Imaps) * International Mine Water Association * International Monetary Fund *
International Mountain Society (Ims) And United Nations University * International Mycological
Association * International Mycological Association (Ima) * International Oil Spill
Conference * International Pediatric Nephrology Association * International Pediatric Research *
International Phototherapy Association * International Phycological Society *
International Potato Center (Cip) * International Press Of Boston * International Reading Association * International Research And Cooperation Association For Bio & Socio-
Sciences Advancement (Irca-Bssa) * International Research Journals * International
School For Advanced Studies (Sissa) * International Science And Engineering Society * International Scientific Literature * International
Skeletal Society * International Society For Analytical Cytology * International Society For Computational Biology * International Society
For Environmental Information Science (Iseis) * International Society For Gerontechnology (Isg) * International Society For Magnetic Resonance
In Medicine * International Society For Music Education * International Society For The
History Of Rhetoric * International Society Of Biometeorology * International Society Of
Chromosome Botany * International Society Of Cytology * International Society Of Cytology,
Cytologia, Japan Mendel Society * International Society Of Endovascular Specialists *
International Society Of Histology & Cytology * International Society Of Quantum Biology And
Pharmacology * International Society Of Ultrasound In Obstetrics And Gynaecology *
International Union Against Cancer International Union Against Tuberculosis And Lung Disease * International Union Against Tuberculosis And
Lung Disease * International Union Of Crystallography (Iucr) * International Union Of
Pure And Applied Chemistry (Iupac) * International University Line * International
Water Management Institute (Iwmi) * Internet Medical Publishing (Fundacion De
Neurociencias) * Internet Scientific Publishers, Llc * Internet Search Environment Number
(Isen) * Interscience Place * Iop Publishing * Iosr Journals * Ip Publishing, Ltd. * Irish Journal Of French Studies * Iron And Steel Institute Of
Japan * Is, Guc (The Journal Of Industrial Relations And Human Resources) * Ischools *
Ise Vera Cruz * Iseki Food Association * Islamic Medical Association Of North America * Island
Press * Ispacs Gmbh * Israel Chemical Society * Istituto Scientia * Istituto Superiore Di Sanita *
Italian Federation Of Cardiology * Italian Society Of Sivilculture And Forest Ecology (Sisef) * IUCN
* IUSSI * Iuwa, Institut Fur Umweltwirtschaftsanalysen * Ivanovo State University Of Chemistry And Technology *
Ivyspring International Publisher * IWA Publishing * * J. Michael Ryan Publishing *
James Nicholas Publishers * Janas * Janos Bolyai Mathematical Society * Japan Academic
Collaborations Medical Society * Japan Academy * Japan Academy Of Critical Care Nursing *
Japan Academy Of Midwifery * Japan Academy Of Neurosonology * Japan Academy Of Nursing
Science * Japan Agency For Marine-Earth Science And Technology * Japan Antibiotics
Research Association * Japan Association For African Studies * Japan Association For Comparative Economic Studies * Japan
Association For Comparative Politics * Japan Association For Earthquake Engineering * Japan
Association For Landscape Ecology * Japan Association For Quaternary Research * Japan Association For Real Estate Sciences * Japan
Association For Urban Sociology * Japan Association For Wind Engineering * Japan
Association Of Breast Cancer Screening * Japan Association Of Food Preservation Scientists * Japan Association Of Gender Studies * Japan
Association Of Ion Exchange * Japan Association Of Mineralogical Sciences * Japan Association Of Real Options And Strategy * Japan Association On Odor Environment * Japan Association On
The Environmental Studies * Japan Atherosclerosis Society * Japan Audiological
Society * Japan Broncho-Esophagological Society * Japan Cement Association * Japan
Chapter Of International Geosynthetics Society * Japan Chemical Journal Forum * Japan College
Of Angiology * Japan Comparative Education Society * Japan Concrete Institute * Japan Endocrine Society * Japan Epidemiological
Association * Japan Epilepsy Society * Japan Ergonomics Society * Japan Ethological Society * Japan Gastrointestinal Endoscopy Society *
Japan Health Physics Society * Japan Institute Of Electronics Packaging * Japan Institute Of
Heterocyclic Chemistry * Japan Institute Of Light Metals * Japan Institute Of Metals * Japan
Institute Of Navigation * Japan International Research Center For Agricultural Sciences *
Japan Kaatsu Training Society * Japan Kaatsu Training Society * Japan Landslide Society * Japan Laser Processing Society * Japan Legal
History Association * Japan Lung Cancer Society * Japan Management Training Center * Japan
Medical Library Association * Japan Neurosurgical Society * Japan Oil Chemists'
Society * Japan Organization Of Clinical Dermatologists * Japan Pancreas Society * Japan Petroleum Institute * Japan Poultry Science Association * Japan Prosthodontic
Society * Japan Radiation Research Society * Japan Radioisotope Association * Japan Rhinologic Society * Japan Science And
Technology Agency (Jst) * Japan Science Support Foundation * Japan Section Of The Regional Science Association International * Japan Society For Aeronautical And Space
Sciences * Japan Society For Analytical Chemistry * Japan Society For Bioscience, Biotechnology, And Agrochemistry * Japan Society For Cell Biology * Japan Society For
Clinical Anesthesia * Japan Society For Clinical Immunology * Japan Society For Comparative
Endocrinology * Japan Society For Environmental Chemistry * Japan Society For
Equilibrium Research * Japan Society For Fuzzy Theory And Intelligent Informatics * Japan
Society For Graphic Science * Japan Society For Head And Neck Cancer * Japan Society For Head
And Neck Surgery * Japan Society For Higher Brain Dysfunction * Japan Society For
Immunology Of Reproduction * Japan Society For Lactic Acid Bacteria * Japan Society For
Laser Surgery And Medicine * Japan Society For Molecular Science * Japan Society For Natural
Disaster Science * Japan Society For Occupational Health * Japan Society For Oral
Tumors * Japan Society For Oriental Medicine * Japan Society For Precision Engineering * Japan
Society For Research On Emotions * Japan Society For Snow Engineering * Japan Society
For Southeast Asian Studies * Japan Society For The Philosophy Of Sport And Physical Education * Japan Society For The Study Of Hypertension
In Pregnancy * Japan Society Of Applied Electromagnetics And Mechanics * Japan
Society Of Applied Physics * Japan Society Of Civil Engineers * Japan Society Of
Coloproctology * Japan Society Of Colour Material * Japan Society Of Computer Aided
Surgery * Japan Society Of Coordination Chemistry * Japan Society Of Corrosion
Engineering * Japan Society Of Cosmetic Chemists Of Japan * Japan Society Of Drug
Delivery System * Japan Society Of Electrical Machining Engineers * Japan Society Of Engineering Geology * Japan Society Of
Equilibrium Research * Japan Society Of Equine Science * Japan Society Of Erosion Control
Engineering * Japan Society Of Family Sociology * Japan Society Of Geoinformatics * Japan
Society Of Gymnastics For All * Japan Society Of Gynecologic And Obstetric Endoscopy And
Minimally Invasive Therapy * Japan Society Of Health Evaluation And Promotion * Japan Society Of Health Promotion And Physical Therapy * Japan Society Of Health Support
Science * Japan Society Of Hepatology * Japan Society Of Histochemistry & Cytochemistry *
Japan Society Of Human Genetics * Japan Society Of Human Growth And Development *
Japan Society Of Hydrology And Water Resources * Japan Society Of Immunology And
Allergology In Otolaryngology * Japan Society Of Information And Knowledge * Japan Society Of
Kansei Engineering * Japan Society Of Lipid Nutrition * Japan Society Of Marketing And Distribution * Japan Society Of Mechanical
Engineers * Japan Society Of Medical Entomology And Zoology * Japan Society Of
Naval Architects And Ocean Engineers * Japan Society Of Personality Psychology * Japan Society Of Phlebology * Japan Society Of
Photogrammetry And Remote Sensing * Japan Society Of Physical Education, Health, And
Sport Sciences * Japan Society Of Physiological Anthropology * Japan Society Of Plasma Science And Nuclear Fusion Research * Japan Society Of Powder And Powder Metallurgy * Japan Society
Of Sarcoidosis And Other Granulomatous Disorders * Japan Society Of Ski Sciences * Japan Society Of Smooth Muscle Research * Japan Society Of Sport Anthropology * Japan Society Of Sport Sociology * Japan Society Of
Sports Industry * Japan Society Of Spring Engineers * Japan Society Of Stomato-
Pharyngology * Japan Society Of Thermophysical Properties * Japan Society Of
Transfusion Medicine And Cell Therapy * Japan Society Of Tropical Ecology * Japan Society Of
Ultrasonics In Medicine * Japan Society Of Veterinary Epidemiology * Japan Society Of
Waste Management Experts * Japan Society On Water Environment * Japan Sociological Society
* Japan Stroke Society * Japan Surgical Association * Japan Technical Association Of
The Pulp And Paper Industry * Japan Veterinary Cancer Society * Japan Veterinary Medical
Association * Japan Welding Society * Japan Wood Preserving Association * Japan Wood Research Society * Japan Wood Society *
Japanese Association For Acute Medicine * Japanese Association For Chest Surgery *
Japanese Association For Laboratory Animal Science * Japanese Association For Oral Biology * Japanese Association For Petroleum Engineers
* Japanese Association For Rural Studies * Japanese Association For Russian And East
European Studies * Japanese Association For Sport Management * Japanese Association For
The Integrated Study Of Dietary Habits * Japanese Association For The Study Of Pain * Japanese Association Of Electoral Studies *
Japanese Association Of Forensic Science And Technology * Japanese Association Of
Groundwater Hydrology * Japanese Association Of Hydrological Sciences * Japanese Association
Of Indian And Buddhist Studies * Japanese Association Of Inorganic Phosphorus Chemistry
* Japanese Association Of Mycotoxicology * Japanese Association Of Occupational Therapists * Japanese Association Of
Rehabilitation Medicine * Japanese Association Of Rural Medicine * Japanese Association Of Sign Linguistics * Japanese Association Of Virology * Japanese Association Of Water
Resources And Environment * Japanese Breast Cancer Society * Japanese Circulation Society * Japanese College Of Surgeons * Japanese Coral Reef Society * Japanese Economic Association *
Japanese Educational Research Association * Japanese Electrophoresis Society * Japanese Environmental Mutagen Society * Japanese
Forestry Society * Japanese Group Dynamics Association * Japanese Heart Rhythm Society * Japanese Institute Of Landscape Architecture *
Japanese Leprosy Association * Japanese Monkey Centre * Japanese Neural Network
Society * Japanese Pharmacological Society * Japanese Physical Therapy Association * Japanese Political Science Association * Japanese Research Association For Food
Irradiation * Japanese Society For Artificial Intelligence * Japanese Society of Anxiety
Disorders * Japanese Society For Bacteriology * Japanese Society For Biological Sciences In
Space * Japanese Society For Complementary & Alternative Medicine * Japanese Society For Dental Health * Japanese Society For Dental Materials And Devices * Japanese Society For
Dialysis Therapy * Japanese Society For Engineering Education * Japanese Society For
Extremophiles * Japanese Society For Food Hygiene And Safety * Japanese Society For Food Science And Technology * Japanese Society For
Histocompatibility And Immunogenetics * Japanese Society For Horticultural Science *
Japanese Society For Hygiene * Japanese Society For Information And Systems In Education * Japanese Society For Laser
Dentistry * Japanese Society For Lipid Nutrition * Japanese Society For Lymphoreticular Tissue
Research * Japanese Society For Magnetic Resonance In Medicine * Japanese Society For
Mastication Science * Japanese Society For Medical And Biological Engineering * Japanese Society For Medical Virtual Reality * Japanese
Society For Palliative Medicine * Japanese Society For Pediatric Endocrinology * Japanese
Society For Pediatric Nephrology * Japanese Society For Pharmacoepidemiology * Japanese
Society For Physiological Psychology And Psychophysiology * Japanese Society For Plant Cell And Molecular Biology * Japanese Society
For Root Research * Japanese Society For Sensory Evaluation * Japanese Society For
Surgical Metabolism And Nutrition * Japanese Society For Tea Science And Technology *
Japanese Society For The History Of Economic Thought * Japanese Society For The Study Of Xenobiotics * Japanese Society For Theatre Research, Comparative Theatre Section * Japanese Society For Thermal Medicine * Japanese Society For Virology * Japanese Society For Zoo And Wildlife Medicine *
Japanese Society Of Mammalian Ova Research * Japanese Society Of
Agricultural Informatics * Japanese Society Of Agricultural, Biological And Environmental
Using the DOI as the basis for a common text and data mining API provides several benefits. For example, the DOI provides:
•An easy way to de-duplicate documents that may be found on several sites.•Persistent provenance information. •An easy way to document, share and compare coropra without having to exchange the actual documents•A mechanism to ensure the reproducibility of TDM results using the source documents.•A mechanism to track the impact of updates, corrections retractions and withdrawls on corpora.
Why use the DOI?
The TDM Workflow
Researchers:Common API
DOIContent
Negotiation
http://dx.doi.org/10.5555-12345678
(Accept: text/html)
http://dx.doi.org/10.5555-12345678
(Accept: application/bibjson+json)
Rate Limiting(Option
al)
CrossRef TDM HTTP HeadersCR-TDM-Rate-Limit: 1500
(the rate limit ceiling per window on requests)
CR-TDM-Rate-Limit-Remaining: 1387(number of requests left for the current window)
CR-TDM-Rate-Limit-Reset: 1378072800(the remaining time in UTC epoch seconds before the rate limit resets and a new window is started) *this is a technique used by many APIs, including Twitter’s
Common API Summary
• Content Negotiation (Required)
• New Metadata (Required)
• Full text URIs
• License URIs
• Rate Limiting Headers (optional)
New Metadata
1. Full Text Link
https://apps.crossref.org/docs/tdm/full-text-uris-technical-details/
https://apps.crossref.org/docs/tdm/license-uris-https://apps.crossref.org/docs/tdm/license-uris-technical-details/technical-details/
2. License Information
https://apps.crossref.org/docs/tdm/license-uris-technical-details/
Example from Hindawi
<ai:program name="AccessIndicators"><ai:license_ref>http://creativecommons.org/licenses/by/3.0/</ai:license_ref></ai:program><doi_data><doi>10.1155/2014/969265</doi><timestamp>20140401090031</timestamp><resource>http://www.hindawi.com/journals/aaa/2014/969265/</resource><collection property="text-mining"><item><resource mime_type="application/pdf">http://downloads.hindawi.com/journals/aaa/2014/969265.pdf</resource></item><item><resource mime_type="application/xml">http://downloads.hindawi.com/journals/aaa/2014/969265.xml</resource></item>
Stop here if
• You are an open access publisher
• You include TDM as a part of your subscription license/T&Cs.
Click-ThroughService
(Optional)
Extended TDM Workflow
Researcher
View
Publisher
View
Researcher queries DOI using CN + API token
Publisher verifies API token
If token verified AND access control allows,publisher returns full text
(frequency at publisher discretion)
Benefits•Streamlines researcher access to
distributed full text for TDM
•Enables machine-to-machine, automated access for recognized TDM (i.e. researchers won’t be locked out of publisher sites)
•Enables article-level licensing info and easy mechanism for supplemental T&Cs for text and data mining (publishers discussing model license via STM)
What do researchers publishers
tools developersneed to do?
PublishersThere are two additional metadata elements that publishers will need to deposit to support TDM via CrossRef. These are:
•Full Text URIs: One or more URIs that point to full text representations of the content identified by your CrossRef DOIs.•License URIs: One or more URIs pointing at licenses that govern how the full text content can be used.
•OPTIONAL: Add publisher TDM terms and conditions to the click-through service
Researchers• Modify TDM tools to make use of the
API token
• Modify TDM tools to look for <lic_ref> elements
• Register with the click-through service and accept/decline licenses (if applicable)
http://tdmsupport.crossref.org/
Progress to date• DOI content negotiation• CrossRef support for recording links to
full text• CrossRef metadata support for:
• ORCIDS• FundRef• License information
• CrossRef Metadata Search for Discovery: http://search.labs.crossref.org/
• Click-through license service• Publisher API for verifying and managing
tokens• Launched as live service 29th May 2014
Publishers
Articles with full-text links and license information deposited: 998,416
Cost? Free to researchers and the publicNo cost for publishers through 2014, 2015 tbc
Register interest at: http://www.crossref.org/tdm/contact_form.html
Usable as is:
https://blogs.nd.edu/emorgan/
