Topics Analysis - The First Holistic View

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2 Hot Topics

3 H Topics Analysis - The First Holistic View

4 Scenario - What is the focus of Innovation in the Tech Industry Discover key topics being focused on by researchers in the Tech industry Understand research trends in the Tech Industry Provide better service to our industry customers Provide inspiration to our editorial colleagues to focus on publishing more on the key topics Understand how science is impacting industry and media Link industry and academy by suggesting collaboration with expert and organizations Key Resources for Project Aggregated usage of Journals Articles and Books for 3 years by Tech Companies (2015 to 2017) Computer Science Ontology (CSO) CSO Annotator An amazing Diverse Team Jenny Cardenas-Osorio, Thomas Scheidsteger, Jochen Teufel, Anne Lauscher, Angelo Salatino, Francesco Osborne, Eva Volná, Aman Bhardwaj, Chris Bendall

5 Background Data and Analytics Extracted publication metadata from Springer Nature API and linked it to download statistics Authors Journals Year Title Abstract [...] Extracted organizations and altmetrics from Dimensions Organizations Altmetric attention scores Extracted topics from publications with the Computer Science Ontology annotator

6 NLP Analysis We analyzed the papers with Natural Language Processing techniques and detected specific expression which reflect the scientific discourse. Background Approach Challenges Outcome Future Work

7 Prototype Working prototype to analyze and explore the dynamics of research topics in industry, academia, and social media. Given a research topics from the Computer Science Ontology: List of experts from the academy List of more prominent organizations List of top-tier journals in the field Trend analysis of subtopics A number of metrics correlated with the online presence of the topics Usage statistic over the years by Tech Industry Number of citations Discourse element analysis

8 Disease Dashboard

9 Get a lightning fast overview over diseases Consolidated dashboard designed to support your decision Fast scanning of most relevant information Fast Swipe to select mode to browse content Top Journal articles Clinical trials Medical Guidelines Case reports

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15 Hypertension Articles Guidelines Clinical trials Case Studies CME Hypertension - Articles Polypille in der Therapie der arteriellen Hypertonie Die Therapie der arteriellen Hypertonie erfordert meist den Einsatz mehrerer antihypertensiver Wirkstoffe, um die Zielwerte zu erreichen... Teasertitel Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertitel Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Teasertext Polypille in der Therapie der arteriellen Hypertonie Die Therapie der arteriellen Hypertonie erfordert meist den Einsatz mehrerer antihypertensiver Wirkstoffe, um die Zielwerte zu erreichen. Die damit verbundene Tablettenanzahl führt häufig zu einer schlechten Compliance, welche durch die Reduktion der Tablettenzahl mittels Polypille erhöht werden kann. Arterielle Hypertonie ist eine der wesentlichen Ursachen für kardiovaskuläre Erkrankungen. Explore the disease

16 Hypertension Hypertension - S3 Guidelines Articles Guidelines Clinical trials ESH Guidelines for the management of high blood pressure in children and adolescents ESH/ESC Guidelines for the management of arterial hypertension Swiss Society of Hypertension Guidelines Case Studies CME Want more? Check out the international guidelines Explore the disease

17 Hypertension Articles Guidelines Clinical trials Case Studies CME Hypertension Arterial Hypertension Renoparenchymatöse Hypertonie Hypertonie in der Schwangerschaft Pharmakologische Therapie der Hypertonie Nicht-pharmakologische Therapie der Hypertonie Pulmonale Hypertonie Renovaskuläre Hypertonie und Ischämische Nephropathie Arterial Hypertension Zusammenfassung 1 Einleitung 2 Pathophysiologie 3 Epidemiologie 4 Klinik 5 Komplikationen 6 Diagnostik 7 Differenzialdiagnostik 8 Therapie 9 Verlauf und Prognose 10 Besondere Aspekte Explore the disease

18 Arterial Hypertension Synonyms: Arterial hypertension, high blood pressure Coronary artery disease, stroke, heart failure, peripheral vascular disease, vision loss, chronic kidney disease, dementia[2][3][4] Hypertension (HTN or HT), also known as high blood pressure in the arteries is persistently elevated.[10] High blood pressure usually does not cause symptoms.[1] Long-term high blood pressure, however, is a major risk factor for coronary dementia.[2][3][4][11] Hypertension - Case studies Polypille in der Therapie der arteriellen Hypertonie Die Therapie der arteriellen Hypertonie erfordert meist den Einsatz mehrerer antihypertensiver Wirkstoffe, um die Zielwerte zu erreichen... Teasertitel TPulmonary hypertension (PH) is defined as an increase in mean pulmonary arterial pressure (mpap) 25 mmhg Teasertitel TPulmonary hypertension (PH) is defined as an increase in mean pulmonary arterial pressure (mpap) 25 mmhg Paraganglioma of the Urinary Bladder: A Rare Cause of Hypertension and Urinary Tract Infections Journal: The American Journal of the Medical Sciences Publication Date: Pulmonary hypertension (PH) is defined as an increase in mean pulmonary arterial pressure (mpap) 25 mmhg FORS: 1114 Paediatrics and Reproductive Medicine, HRCS: 2.1 Biological and endogenous factors Country: United States

19 Hypertension Hypertension - Clinical trials My bookmarks Articles Guidelines Clinical trials Evaluation of Psychological Status in Pregnant Women Complaining of Hypertension With Pregnancy Condition: Hypertension With Pregnancy Interventions: Behavioral: Patient Health Questionnaire-9; Behavioral: Generalized Anxiety Disorder Scale (GAD-7) Sponsor: Zagazig University Surgical Idiopathic Intracranial Hypertension Treatment Trial Condition: Idiopathic Intracranial Hypertension Interventions: Drug: Acetazolamide; Procedure: Optic Nerve Sheath Fenestration; Procedure: Ventriculoperitoneal CSF Shunting Surgical Idiopathic Intracranial Hypertension Treatment Trial Condition: Idiopathic Intracranial Hypertension Interventions: Drug: Acetazolamide; Procedure: Optic Nerve Sheath Fenestration; Procedure: Ventriculoperitoneal CSF Shunting Polypille in der Therapie der arteriellen Hypertonie Die Therapie der arteriellen Hypertonie erfordert meist den Einsatz mehrerer antihypertensiver Wirkstoffe, um die Zielwerte zu erreichen... Case Studies CME Response to Anti-hypertensives in Pregnant and Postpartum Patients Conditions: Hypertension in Pregnancy; Preeclampsia Interventions: Drug: Nifedipine; Drug: Labetalol Sponsors: Icahn School of Medicine at Mount Sinai; Mount Sinai Hospital, New York; Maimonides Medical Center Explore the disease

20 Helps doctors to better treat their patients & help patients to be treated based upon newest therapy information High practical relevance Goto point for time presses practitioners Used on a daily basis

21 Keyword recommendation

22 Technical challenges

23 Data preprocessing Picked 300 concepts per article. Sum of the 5 best squared centrality scores per sentence. Pick best sentences until ~300 concepts. Collapsed editor keywords. Removed 10% which were nearly syntactical duplicates.

24 Hype graph for concepts in article

25 Data mining for historians Giuditta Parolini

26 Science books and journals as sources for historical research The historian s problem - Data are dispersed and incomplete - Hand collection of data is highly time consuming Challenge - Can digital tools support data collection for historical research? Yes, but - Many sources are not digitised or digitised but not easily searchable - Databases are built to answer different questions - The process cannot be fully automated Opportunities - Past, present and future - From the paper archive to the digital archive

27 Thanks to the Springer Nature staff and the participants of the Hack day for their help and support If you want to know more about my project If you want to get in touch

28 Find all relevant documents to a set of articles #search-assist

29 Challenge you have n number of documents about a topic and want to find other most relevant documents

30 Frontend ui concept - Give Available Documents about a topic on Springer - Similar Documents are presented in a browser list Choose suited items New Documents appear

31 Bas (x n Ide f e -> DO ) backend programming concept Map g si ri Ex ac f o n se n t o tu (IS ) Ex a d c id ba n IS Ran g an te Mod e s

32 Proof of work example

33 Thank you Slack: #search-assist

34 Semantic Entity Marker Michael Wolowyk Ruba Kharrubi Silvia Pina

35 Semantic Entity Marker Motivation: - Enrich articles with extra useful information Why Chrome Extension: - Ability to insert into any page - No databases is needed What it is: - Google Chrome plugin for annotating articles - Uses the following APIs: - DBpedia - DIMENSIONS - Springer Nature SciGraph - UNSILO

36 Semantic Entity Marker Questions to Answer: - What are the related articles to this article? - To which scientific categories this article belongs? - How does this article connected to other entities in scientific area? - Enrich texts with related information from Wikipedia

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