What’s New in Semantic Enrichment?


Published on

An overview of Access Innovations, Inc.'s latest semantic enrichment tools, presented by company president Marjorie M.K. Hlava at the International Association of Scientific, Technical & Medical Publishers Winter 2013 e-Production seminar, December 5, 2013.

Published in: Health & Medicine, Technology
  • Be the first to comment

  • Be the first to like this

No Downloads
Total views
On SlideShare
From Embeds
Number of Embeds
Embeds 0
No embeds

No notes for slide
  • Thanks to Helen Atkins of AACR for this illustration.The real power of this is that the links can all go in all directions, so we take advantage of having the user’s attention regardless of how they step into our “web”
  • What’s New in Semantic Enrichment?

    1. 1. What’s New in Semantic Enrichment? Marjorie M.K. Hlava President Access Innovations, Inc. Mhlava@accessinn.com
    2. 2. LOTS! A few examples          Smart Submit Recommender Linking data Search Auto Legacy tagging Automating Medical Coding Author and Affiliation Disambiguation Visualization based on Semantics And MUCH More
    3. 3. Smart Submit   Author or Editor does the tagging Tags automatically suggested by   Data Harmony MAI From Controlled Vocabulary      Thesaurus Taxonomy Ontology Knowledge Organization System Using Data Harmony Thesaurus Master
    4. 4. Smart Submit Let Editors Choose
    5. 5. Editorial Workflow Integration Author Submission Module The author fills in the data to the document template, attaching images and graphs as necessary. An API calls Data Harmony and generates a list of indexing terms based on the content.
    6. 6. Editorial Workflow Integration Contributor Role Tagging A popup list of contributor role options appears for the author to choose from ----Study conception ? Contributor Information Contributor Role --Methodology ? Mouse Over for explanation Formal analysis ? Computation ? Investigation ? Application of Resources ? statistical, Data Curation ? mathematical or Publication ? other formal ---Supervision ? techniques to --Project administration ? Funding acquisition ? analyze study data Formal Analysis
    7. 7. Recommender – “more like these” based on the semantic fingerprint
    8. 8. Linked Data Other Journal Articles on Topic A CME Activity on Topic A Journal Article on Topic A Grant Available for Researchers Working on Topic A Upcoming Conference on Topic A Job Posting for Expert on Topic A Podcast Interview with Researcher Working on Topic A Author Networks Social Networking After Helen Atkins
    9. 9. Link to Other Resources Cancer Epidemiology Biomarkers & Prevention Vol. 12, 161-164, February 2003 © 2003 American Association for Cancer Research Short Communications Alcohol, Folate, Methionine, and Risk of Incident Breast Cancer in the American Cancer Society Cancer Prevention Study II Nutrition Cohort Heather Spencer Feigelson1, Carolyn R. Jonas, Andreas S. Robertson, Marjorie L. McCullough, Michael J. Thun and Eugenia E. Calle Department of Epidemiology and Surveillance Research, American Cancer Society, National Home Office, Atlanta, Georgia 30329-4251 Recent studies suggest that the increased risk of breast cancer associated with alcohol consumption may be reduced by adequate folate intake. We examined this question among 66,561 postmenopausal women in the American Cancer Society Related Working Groups Think Tank Report •FinancePrevention Study II NutritionRelated Think Tank Report Cancer Cohort. •Charter Content •Molecular Epidemiology Webcasts Related Awards Related Webcasts •AACR-GlaxoSmithKline Clinical Cancer Research Scholar Awards •ACS Award •Weinstein Distinguished Lecture Related Press Releases •How What and How Much We Eat (And Drink) Affects Our Risk of Cancer •Novel COX-2 Combination Treatment May Reduce Colon Cancer Risk Combination Regimen of COX-2 Inhibitor and Fish Oil Causes Cell Death •COX-2 Levels Are Elevated in Smokers Related AACR Workshops and Conferences •Frontiers in Cancer Prevention Research •Continuing Medical Education (CME) •Molecular Targets and Cancer Therapeutics Related Meeting Abstracts •Association between dietary folate intake, alcohol intake, and methylenetetrahydrofolate reductase C677T and A1298C polymorphisms and subsequent breast •Folate, folate cofactor, and alcohol intakes and risk for colorectal adenoma •Dietary folate intake and risk of prostate cancer in a large prospective cohort study Related Education Book Content Oral Contraceptives, Postmenopausal Hormones, and Breast Cancer Physical Activity and Cancer Hormonal Interventions: From Adjuvant Therapy to Breast Cancer Prevention After Helen Atkins
    10. 10. Search Integration    Leverage the controlled vocabulary Basis for faceted search Let customers contribute
    11. 11. Improve Search www.mediasleuth.com Auto-completion using the taxonomy Guide the user Navigate the full taxonomy “tree” BROWSE
    12. 12. Taxonomies added in search example Core Architectural Components Administrator’s Dashboard FAST MANAGEMENT API EMAIL CONNECTOR Email, Groupware Content Push FILTER SERVER Query Alerts CUSTOM CONNECTOR MAIstro Agent DB Use taxonomy terms here Data Harmony Governance API Vertical Applications Portals Results Search harmony Custom Applications Index DB Pipeline QUERY PROCESSOR Databases DATABASE CONNECTOR Pipeline DOCUMENT PROCESSOR FILE TRAVERSER CONTENT API Files, Documents SEARCH SERVER QUERY API WEB CRAWLER Web Content Custom Front-Ends Mobile Devices
    13. 13. Automatic Tagging       Legacy collections Fast processing 92% accuracy Full text Inline Metadata enrichment
    14. 14. Inline tagging
    15. 15. MAI Batch Processing Files Processed Report Customize by file batch Suggested indexing in Relevance order
    16. 16. Automating Medical Coding   Semantic techniques ICD-9 and ICD-10   American Medical Association CPT   Diagnosis Codes Procedure Codes American Medical Association HCPCS  Medical Supplies
    17. 17. Semantic Enrichment and Concept Extraction Provides Disruptive technology to the Medical Coding Industry
    18. 18. Lists contextually appropriate Codes Highlights text related to code
    19. 19. Author Disambiguation Semantic Fingerprint,
    20. 20. Affiliation Disambiguation
    21. 21. All data up-posted to the top level
    22. 22. Visualize your tagged data This is a radial graph of “plosthes”. The number of records for which each index term occurs is reflected by circle sizes.
    23. 23. Database Plus Search Workflow SQL for ecommerce Raw Full text data feeds Printed source materials Data Crawls on data sources Source data XIS Creation XIS repository Load to Search Taxonomy terms MAI Concept Extractor MAI Rule Base Taxonomy Thesaurus Master Add metadata Clean and enhance data Search Harmony Display Search Search data
    24. 24. Targeted resources based on subject or user role CONFIDENTIAL
    25. 25. Authors at a Place
    26. 26. Member Profile Tagging User pastes or uploads CV Button to autoextract taxonomy attributes
    27. 27.          Recommender The OUP mouse over PLOS implementation of taxonomy in search Author disambiguation using taxo for semantic fingerprint /author profiling Affiliation disambiguation - affiliation fingerprint. other author disambig shots Affiliation disambiguation affiliation fingerprint. other author disambig shots Inline tagging - several options        MAI Batch GUI XIS using Lucene search Ontology Master mock up Media Sleuth with and without search within a search options Media Sleuth with two sets of parens - one for term and one from branch hits Access Integrity Medical Claims Compliance - how it works slide? Author Submit / Smart Submit
    28. 28. Using taxonomies in applications • • • • • • • • • • • Improve search • Subject browsing Mobile intelligence Targeted resources based • on subject or user role Link to society resources • Author submission module • Author authority database • • Expert reviewer • identification Member profiles • Data visualization  More like this In “indexing” or categorizing, as subject metadata In content management systems In SharePoint In mash-ups In social networking sites In author tagging In filtering data – e.g., spam filters and RSS feeds In web crawlers Social media - community
    29. 29. More Innovations!          Link topic to article to author to event Make visual links within domain Enable authors to submit and categorize conference submissions Create author authority database linking to co-authors, topics, locations, etc. Create expert reviewer database Create member profiles with alternate names, publications, tagged by topic Visualize data and domain distribution Display interest connections in social network Deliver accurate targeted information through mobile applications
    30. 30. Thank you!       Access Innovations - Semantic Enrichment Services Provider Creator of Data Harmony Tools More than 600 taxonomies created More than 2000 Engagements Financed by Sweat, Persistence, and Good Cash Flow management Accurate, On time, Under budget!
    31. 31. Slides at www.accessinn.com  Marjorie Hlava    mhlava@accessinn.com +1-505-998-0800 Jay Ven Eman  J_ven_eman@accessinn.com