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    Download 1und1 webmailer 10 1We mainly used the WSD function of YTEX to recognize the most possible UMLS concept when a term in the free text can be matched to multiple ambiguous concepts.
    Reference Terminology (NDFRT), although the ranking order varies slightly across different datasets.
    Download 1und1 webmailer 10 1Metathesaurus and Semantic Network.
    Download 1und1 webmailer 10 1In the 2015AA version of the UMLS, there are a total of 127 semantic types, describing concepts at the levels of entity and event.
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    Download 1und1 webmailer 10 1SNOMED CT and CHV are the 2 vocabularies with the highest concept coverage in our datasets.
    Download 1und1 webmailer 10 1The comparative analysis of the concept coverage between consumers and professional vocabularies in social media may be helpful in understanding the scale of the phenomenon.
    Download 1und1 webmailer 10 1The UMLS assigned each term an atom unique identifier (AUI) and grouped the terms with the same meaning into a concept with a concept unique identifier (CUI).
    Download 1und1 webmailer 10 1For each sentence, cTAKES performed tokenization with the default tokenizer of the OpenNLP, lexical variant generation using the lexical tool provided by the United States National Library of Medicine with the default configuration.
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    Download 1und1 webmailer 10 1For example, cider vinegar, apple cider vinegar, and Botox also frequently appeared.
    Download 1und1 webmailer 10 1To bridge the vocabulary gap between health professionals and consumers, early researchers have collected and analyzed diverse textual data generated by consumers to identify medical terms used by consumers.
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    Download 1und1 webmailer 10 1There were also the concepts covered by SNOMED CT but not CHV: 17.
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    Download 1und1 webmailer 10 1Conclusions: Although the 3 social media datasets vary greatly in size, they exhibited similar conceptual coverage among UMLS source vocabularies and the identified concepts showed similar semantic type distributions.
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    Download 1und1 webmailer 10 1UMLS concepts whereas less than half of the documents from blogs did.
    Figure 1 illustrates our overall analysis process.
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    Download 1und1 webmailer 10 1We also analyzed the semantic types of the concepts identified from our datasets.
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    Download 1und1 webmailer 10 1As such, consumer terms are connected to their corresponding professional terms in professional vocabularies such as SNOMED Clinical Terms (SNOMED CT).
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    Download 1und1 webmailer 10 1Many UMLS concepts have one to one match with OAC CHV concepts.
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    Finally, all the UMLS terms in each record were extracted with a UMLS CUI.
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    Top 10 frequently observed concepts covered by both SNOMED CT and CHV.
    We also analyzed the semantic types of the extracted concepts in order to understand the broad semantic categories of the terms that are frequently used by consumers.
    Only 2 concepts, namely stomach in questions and Viagra in answers, are not directly related to diabetes treatment.
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    Download 1und1 webmailer 10 1Each concept in the UMLS is assigned 1 or more semantic types.
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    Download 1und1 webmailer 10 1To identify terms with reasonable semantics, we used YTEX to perform word sense disambiguation (WSD), in which the intrinsic information content (IC) measure is used as the semantic similarity metric with a window of 50 words as the context for WSD.
    Answers do not limit the number of words in postings.
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    These ad hoc studies represent early efforts in bridging the vocabulary gap.
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    Global diabetes cases skyrocketed from 108 million in 1980 to 422 million in 2014.
    Download 1und1 webmailer 10 1Top 20 mostly covered UMLS source vocabularies.
    Download 1und1 webmailer 10 1Basic characteristics of UMLS concept coverage in our datasets.
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    Download 1und1 webmailer 10 1Which semantic types are observed?
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    Download 1und1 webmailer 10 1Massage and training were frequently mentioned in blog postings, while injection procedure and protective cup were frequently mentioned in questions and answers but were not mentioned as frequently as in blog postings.
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    Download 1und1 webmailer 10 1It is important to note that 1 question may have more than one answer.
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    Download 1und1 webmailer 10 1In total, 9 out of the top 10 concepts in questions and answers were diabetes medications.
    The current study mainly investigated the overlap between consumer concepts from social media and professional concepts in the UMLS.
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    Which concepts do or do not overlap?
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    As such, their users can elaborate their health concerns and information on postings with sufficient details, thereby providing us ample opportunities to extract and analyze relevant concepts from the postings.
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    Download 1und1 webmailer 10 1Answers were chosen for the current study due to their popularity and the convenience of using their Application Program Interfaces (APIs), which allowed us to collect data automatically from these sites.
    Note that we only show the preferred term of the concept in the UMLS throughout the paper.
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