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  • × author_ss:"Smiraglia, R.P."
  1. Smiraglia, R.P.: ¬The "works" phenomenon and best selling books (2007) 0.05
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    Abstract
    Studying works allows us to see empirically the problem of instantiation of works, both at large and in the catalog. The linkage of relationships among works is a critical goal for information retrieval because the ability to comprehend and select a specific instantiation of a work is crucial for the advancement of scholarship. Hence, the present study examines the instantiation of works among a set of entities known to be popular-best selling books of the 20th century. A sample of best selling works (fiction and non-fiction) from 1900-1999 was constructed. For each work in the sample, all bibliographic records were identified in both OCLC and RLIN as well as instantiations on the World Wide Web. All but one work in the sample exists in multiple instantiations; many have large networks; and complex networks of instantiations have begun to appear in full text on the Web. The results of this study demonstrate the importance of continuing to gather statistical data about works. Solutions devised for the catalog will need to be modified for use in the chaotic environment of the World Wide Web and its successors.
  2. Smiraglia, R.P.: About knowledge organization : an editorial (2005) 0.02
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    Abstract
    What exactly is "knowledge organization?" It turns out there are many different definitions and not all scholars within the domain agree. The Consulting Editors of this journal have asked the ISKO Scientific Advisory Council to consider a concise definition of knowledge organization, and especially to consider its relationship with the more recently evolved term, "knowledge management," as well. The debate will likely be lengthy; I invite readers to watch these pages for developments as they become available. Of course, ISKO members have a common sensibility about the meaning of knowledge organization. Our Society's organizing charter says that "it is the aim of the Society to promote research, development and application of all methods for the organization of knowledge in general or of particular fields by integrating especially the conceptual approaches of classification research and artificial intelligence." The charter also specifies that "The Society stresses philosophicological, psychological and semantic approaches for a conceptual order of objects." Our journal's statement of scope and aims suggests we are interested in "questions of the adequate structuring and construction of ordering systems and on the problems of their use." Our aim as a journal is to provide "a forum for all those interested in the organization of knowledge on a universal or domain-specific scale, using concept-analytical or concept-synthetical approaches, as well as quantitative and qualitative methodologies." What we can gather from these statements is that the core of our domain is the ordering of what is known, that that ordering might be accomplished in various ways but that concepts are critical lynchpins, and that a wide variety of scientific approaches fall within our embrace. Still, as all scholars know, a definition of a tern may not include the term being defined; ergo, we cannot define knowledge organization as the organization of knowledge [!] - consequently we have charged ISKO to consider whether The Society can provide core definitions.
  3. Smiraglia, R.P.: ISKO 15's Bookshelf : dispersion in a digital age. An editorial (2018) 0.02
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    Abstract
    The Fifteenth International ISKO Conference (ISKO 15) took place in Porto, Portugal in early July 2018 at the Faculty of Arts and Humanities of the University of Porto, Department of Communication and Information Sciences. The main theme was "challenges and opportunities for knowledge organization in the digital age;" three sub-themes were: foundations and methods, interoperability and societal challenges. A feature of the conference was a special session devoted to the memory of ISKO founder Ingetraut Dahlberg. The proceedings contain 105 formal research papers as well as abstracts for fourteen posters and two workshops. Informetric analyses produce a characteristic picture for an international ISKO conference, with core concepts of KO and KOSs embracing digital age concepts of social media and the semantic web alongside new library conceptual data models. On ISKO 15's bookshelf were articles by Hjørland, Dahlberg, Tennis and Beghtol, and books by Ranganathan and Szostak, Gnoli and López-Huertas. But also books by Adler, García Gutiérrez, Holland and Verborgh and FRBR/LRM were present as were articles by Adler, Kleineberg and Gruber. Core ISKO is joined on this bookshelf by new articles from the ISKO Encyclopedia, by works pointing toward ethical approaches to KO, and by works pointing toward KO for a semantic web-challenges and opportunities for KO, as the conference theme indicated.
  4. Smiraglia, R.P.: Facets as discourse in knowledge organization : a case study in LISTA (2017) 0.02
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    Abstract
    Knowledge Organization Systems (KOSs) use arrays of related concepts to capture the ontological content of a domain; hierarchical structures are typical of such systems. Some KOSs also employ sets of crossconceptual descriptors that express different dimensions within a domain-facets. The recent increase in the prominence of facets and faceted systems has had major impact on the intension of the KO domain and this is visible in the domain's literature. An interesting question is how the discourse surrounding facets in KO and in related domains such as information science might be described. The present paper reports one case study in an ongoing research project to investigate the discourse of facets in KO. In this particular case, the formal current research literature represented by inclusion in the "Library, Information Science & Technology Abstracts, Full Text" (LISTA) database is analyzed to discover aspects of the research front and its ongoing discourse concerning facets. A datasets of 1682 citations was analyzed. Results show thinking concerning information retrieval and the semantic web resides alongside implementation of faceted searching and the growth of faceted thesauri. Faceted classification remains important to the discourse, but the use of facet analysis is linked directly to applied aspects of information science.
  5. Scharnhorst, A.; Salah, A.A.; Gao, C.; Suchecki, K.; Smiraglia, R.P.: ¬The evolution of knowledge, and its representation in classification systems (2011) 0.02
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    Abstract
    Classification systems are often described as stable reference systems. Sometimes they are accused of being inflexible concerning the coverage of new ideas and scientific fields. Classification as an activity is the basis of all theory-generating research, and also plays a powerful role in social ordering. It is obvious that the ways in which we seek information and in which information is provided has changed dramatically since the emergence of digital information processing and even more with the internet, and web-based technologies. The purpose of this paper is to illustrate the notion of a stable knowledge organization classification as a temporary stationary manifestation of an open and evolving system of classification. We compare the structure of the main classes in the Universal Decimal Classification (UDC) according to their usage of special auxiliaries to demonstrate the dynamic evolution of the UDC over time, as a stable reference system representing published organized knowledge. We view the ecology of the UDC, and discover that most changes are to the ecology itself as numbers are re-interpreted. This subtle type of change is a key to monitoring the evolution of knowledge as it is represented in the UDC's stable reference system.
  6. Smiraglia, R.P.; Cai, X.: Tracking the evolution of clustering, machine learning, automatic indexing and automatic classification in knowledge organization (2017) 0.02
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    Abstract
    A very important extension of the traditional domain of knowledge organization (KO) arises from attempts to incorporate techniques devised in the computer science domain for automatic concept extraction and for grouping, categorizing, clustering and otherwise organizing knowledge using mechanical means. Four specific terms have emerged to identify the most prevalent techniques: machine learning, clustering, automatic indexing, and automatic classification. Our study presents three domain analytical case analyses in search of answers. The first case relies on citations located using the ISKO-supported "Knowledge Organization Bibliography." The second case relies on works in both Web of Science and SCOPUS. Case three applies co-word analysis and citation analysis to the contents of the papers in the present special issue. We observe scholars involved in "clustering" and "automatic classification" who share common thematic emphases. But we have found no coherence, no common activity and no social semantics. We have not found a research front, or a common teleology within the KO domain. We also have found a lively group of authors who have succeeded in submitting papers to this special issue, and their work quite interestingly aligns with the case studies we report. There is an emphasis on KO for information retrieval; there is much work on clustering (which involves conceptual points within texts) and automatic classification (which involves semantic groupings at the meta-document level).
  7. Smiraglia, R.P.: ISKO 12's bookshelf - evolving intension : an editorial (2013) 0.01
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    Abstract
    The 2012 biennial international research conference of the International Society for Knowledge Organization was held August 6-9, in Mysore, India. It was the second international ISKO conference to be held in India (Canada and India are the only countries to have hosted two international ISKO conferences), and for many attendees travel to the exotic Indian subcontinent was a new experience. Interestingly, the mix of people attending was quite different from recent meetings held in Europe or North America. The conference was lively and, as usual, jam-packed with new research. Registration took place on a veranda in the garden of the B. N. Bahadur Institute of Management Sciences where the meetings were held at the University of Mysore. This graceful tree (Figure 1) kept us company and kept watch over our considerations (as indeed it does over the academic enterprise of the Institute). The conference theme was "Categories, Contexts and Relations in Knowledge Organization." The opening and closing sessions fittingly were devoted to serious introspection about the direction of the domain of knowledge organization. This editorial, in line with those following past international conferences, is an attempt to comment on the state of the domain by reflecting domain-analytically on the proceedings of the conference, primarily using bibliometric measures. In general, it seems the domain is secure in its intellectual moorings, as it continues to welcome a broad granular array of shifting research questionsin its intension. It seems that the continual concretizing of the theoretical core of knowledge organization (KO) seems to act as a catalyst for emergent ideas, which can be observed as part of the evolving intension of the domain.
    Date
    22. 2.2013 11:43:34
  8. Beak, J.; Smiraglia, R.P.: Contours of knowledge : core and granularity in the evolution of the DCMI domain (2014) 0.01
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    Abstract
    Domain analysis reveals the contours of knowledge in diverse discourse communities. The Dublin Core Metadata Initiative (DCMI) conferences represent the cutting edge of research in metadata for the digital age. Beak and Smiraglia (2013) discovered a shared epistemology revealed by co-citation perceptions of the domain, a common ontological base, social semantics, and a limited but focused intent. User groups did not emerge from that analysis, raising an interesting question about the content of core thematic extension versus a highly granular intension. We analyzed keywords from the titles by year to identify core and granular topics as they arose over time. The results showed that only 36 core keywords, e.g. "Dublin Core," "Metadata," "Linked Data," "Applications," etc. represents the domain's extension. However, there was much rich terminology among the granularity, e.g., "development," "description," "interoperability," "analysis," "applications," and "classification" and even "domain" pointed to the domain's intension.
    Source
    Knowledge organization in the 21st century: between historical patterns and future prospects. Proceedings of the Thirteenth International ISKO Conference 19-22 May 2014, Kraków, Poland. Ed.: Wieslaw Babik
  9. Smiraglia, R.P.: Shifting intension in knowledge organization : an editorial (2012) 0.01
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    Abstract
    In the keynote paper for the 12th International ISKO Conference in Mysore I discussed the dynamicity of the domain of knowledge organization from the perspective of ongoing domain analyses. Metaanalysis of a series of studies shows that knowledge organization is a strong, scientific community, with a distinct extension that now embraces the search for interoperability, and with intension that shifts along two continuums, one of which is methodological (or epistemological) and ranges from empirical experimental methods to humanistic narrative methods, while the other is more contextual and ranges from concept theory to applied KOS. These elements seem to remain core in knowledge organization as a domain over time (Smiraglia 2012). Another interesting finding is the degree to which the intension along that theory-application continuum is stretched by papers presented at regional ISKO chapter conferences. Since 2006 it has been the policy of this journal to offer to publish the leading papers from any peer-reviewed regional ISKO conference. The papers are selected by conference organizers and forwarded to Knowledge Organization for publication. By analyzing the papers separately we are able to see both the presence of the domain's core internationally and the constant tug and pull on the intension as authors bring new ideas and new research to regional conferences. This editorial, then, summarizes papers from regional conferences that have appeared in Knowledge Organization in 2011 and 2012.
    Date
    22. 2.2013 11:09:49
  10. Graf, A.M.; Smiraglia, R.P.: Race & ethnicity in the Encyclopedia of Milwaukee : a case study in the use of domain analysis (2014) 0.01
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    Abstract
    Scholarly domains have been analyzed using various tools and techniques to reveal complex genealogies of scholarship, authorship, citation and ontology, resulting in not only deeper knowledge of each area studied, but in a better developed set of methodologies for domain exploration in general. While domain analysis itself is being used frequently in LIS, there remain many areas against which domain analytical tools have not yet been applied. This is the case with encyclopedic collections of knowledge, such as that which is being developed as the Encyclopedia of Milwaukee (EMKE) within the history department at the University of Wisconsin-Milwaukee. This descriptive study will analyze resources categorized under race and ethnicity from a comprehensive bibliography on the history of metropolitan Milwaukee that was designed to serve those who would research and write entries for the EMKE. Bibliometric and analytic techniques are employed to explore the intension and extension of the domain as it is developing.
    Source
    Knowledge organization in the 21st century: between historical patterns and future prospects. Proceedings of the Thirteenth International ISKO Conference 19-22 May 2014, Kraków, Poland. Ed.: Wieslaw Babik
  11. Friedman, A.; Smiraglia, R.P.: Nodes and arcs : concept map, semiotics, and knowledge organization (2013) 0.01
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    Abstract
    Purpose - The purpose of the research reported here is to improve comprehension of the socially-negotiated identity of concepts in the domain of knowledge organization. Because knowledge organization as a domain has as its focus the order of concepts, both from a theoretical perspective and from an applied perspective, it is important to understand how the domain itself understands the meaning of a concept. Design/methodology/approach - The paper provides an empirical demonstration of how the domain itself understands the meaning of a concept. The paper employs content analysis to demonstrate the ways in which concepts are portrayed in KO concept maps as signs, and they are subjected to evaluative semiotic analysis as a way to understand their meaning. The frame was the entire population of formal proceedings in knowledge organization - all proceedings of the International Society for Knowledge Organization's international conferences (1990-2010) and those of the annual classification workshops of the Special Interest Group for Classification Research of the American Society for Information Science and Technology (SIG/CR). Findings - A total of 344 concept maps were analyzed. There was no discernible chronological pattern. Most concept maps were created by authors who were professors from the USA, Germany, France, or Canada. Roughly half were judged to contain semiotic content. Peirceian semiotics predominated, and tended to convey greater granularity and complexity in conceptual terminology. Nodes could be identified as anchors of conceptual clusters in the domain; the arcs were identifiable as verbal relationship indicators. Saussurian concept maps were more applied than theoretical; Peirceian concept maps had more theoretical content. Originality/value - The paper demonstrates important empirical evidence about the coherence of the domain of knowledge organization. Core values are conveyed across time through the concept maps in this population of conference papers.
    Content
    Vgl. auch den Beitrag: Treude, L.: Das Problem der Konzeptdefinition in der Wissensorganisation: über einen missglückten Versuch der Klärung. In: LIBREAS: Library ideas. no.22, 2013, S.xx-xx.
  12. Smiraglia, R.P.: ¬A research agenda for cataloging : the CCQ Editorial Board responds to the Year of Cataloging Research (2010) 0.01
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    Abstract
    The cataloging and classification community was called to highlight 2010 as "The Year of Cataloging Research," and specifically was challenged to generate research ideas, conduct research, and generally promote the development of new research in cataloging. Cataloging & Classification Quarterly has become the most influential journal of research in cataloging and classification since its inception in 1981. The idea behind the research reported here was to give the CCQ editorial board an opportunity to present its point of view about research for cataloging. A Delphi study was conducted in three stages during the 2009-2010 academic year. Members were asked to define the key terms "cataloging," "evidence," and "research," and to develop a research agenda in cataloging. The results reveal a basic core definition of cataloging perceived as a dynamic, active process at the core of information retrieval. An eight point research agenda emerges that is forward-looking and embraces change, along with top-ranked calls for new empirical evidence about catalogs, cataloging, and catalog users.
  13. Smiraglia, R.P.: On sameness and difference : an editorial (2008) 0.01
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    Content
    3. A New Perspective: Theme and Variations In musicology there is a factual reality that every sound you hear can be reduced to a sort of calculus that expresses its tonal and metrical relationships. Schenkerian analysis (Forte and Gilbert 1982) is one approach to this. In the end it reveals a singular truth, which is that music (like information) is essentially an ordered accretion of energy. The beauty of this type of analysis is what it reveals when large quantities of music are analyzed-it reveals sets of similarities that might never have been noticed otherwise. The music information retrieval domain has built its technology and its science along these lines. So where does this leave knowledge organization? In the semantic Web and the magical kingdoms that will follow it, it will be necessary to make samenessdifference decisions of a different sort, to provide the ability to make heretofore unimaginable connections. Elsewhere I have asked when a funeral urn is like a ship's log: the answer is when the instantiation set has the same calculus in its scope, which tells us that the two artifacts have approximately equal impact factors along some cultural or social trajectory. These are the sorts of questions knowledge organization can be able to answer if we can move toward a large base of empirical evidence to which similarity measures can be applied and from which new hypotheses can be drawn to direct investigation. Why have these questions not yet been answered? Because they have not yet been posed."
    Date
    12. 6.2008 20:18:22
  14. Smiraglia, R.P.: Keywords redux : an editorial (2015) 0.01
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    Abstract
    In KO volume 40 number 3 (2013) I included an editorial about keywords-both about the absence prior to that date of designated keywords in articles in Knowledge Organization, and about the misuse of the idea by some other journal publications (Smiraglia 2013). At the time I was chagrined to discover how little correlation there was across the formal indexing of a small set of papers from our journal, and especially to see how little correspondence there was between actual keywords appearing in the published texts, and any of the indexing supplied by either Web of Science or LISTA (Thomson Reuters' Web of ScienceT (WoS) and EBSCOHost's Library and Information Science and Technology Abstracts with Full Text (LISTA). The idea of a keyword arose in the early days of automated indexing, when it was discovered that using terms that actually occurred in full texts (or, in the earliest days, in titles and abstracts) as search "keys," usually in Boolean combinations, provided fairly precise recall in small, contextually confined text corpora. A recent Wikipedia entry (Keywords 2015) embues keywords with properties of structural reasoning, but notes that they are "key" among the most frequently occurring terms in a text corpus. The jury is still out on whether keyword retrieval is better than indexing with subject headings, but in general, keyword searches in large, unstructured text corpora (which is what we have today) are imprecise and result in large recall sets with many irrelevant hits (see the recent analysis by Gross, Taylor and Joudrey (2014). Thus it seems inadvisable to me, as editor, especially of a journal on knowledge organization, to facilitate imprecise indexing of our journal's content.
  15. Smiraglia, R.P.; Heuvel, C. van den; Dousa, T.M.: Interactions between elementary structures in universes of knowledge (2011) 0.01
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    Abstract
    Contrasts in 20th century classification theory relate to a transition from a universe of "knowledge" system towards one of "concepts' Initiatives to develop a Simple Knowledge Organization Systems (SKOS) standard based on classification schemes and taxonomies within the framework of the Semantic Web (SW) are attempts to bridge the gap. Current knowledge organization systems (KOS) seem to reinforce "syntactics" at the expense of semantics. We claim that all structure is syntactic but knowledge structures need to have a semantic component as well. Therefore we consider classifications as artificial languages. The Universal Decimal Classification (UDC) constitutes a natural language-independent notation system that allows for mediating between concepts and knowledge systems. We discuss an elementary theory of knowledge organization based on the structure of knowledge rather than on the content of documents. Semantics becomes not a matter of synonymous concepts, but rather of coordinating knowledge structures. The interactions between these systems represent interactions between different universes of knowledge or concepts.
  16. Coen, G.; Smiraglia, R.P.: Toward better interoperability of the NARCIS classification (2019) 0.01
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    Abstract
    Research information can be useful to science stake-holders for discovering, evaluating and planning research activities. In the Netherlands, the institute tasked with the stewardship of national research information is DANS (Data Archiving and Networked Services). DANS is the home of NARCIS, the national portal for research information, which uses a similarly named national research classification. The NARCIS Classification assigns symbols to represent the knowledge bases of contributing scholars. A recent research stream in knowledge organization known as comparative classification uses two or more classifications experimentally to generate empirical evidence about coverage of conceptual content, population of the classes, and economy of classification. This paper builds on that research in order to further understand the comparative impact of the NARCIS Classification alongside a classification designed specifically for information resources. Our six cases come from the DANS project Knowledge Organization System Observatory (KOSo), which itself is classified using the Information Coding Classification (ICC) created in 1982 by Ingetraut Dahlberg. ICC is considered to have the merits of universality, faceting, and a top-down approach. Results are exploratory, indicating that both classifications provide fairly precise coverage. The inflexibility of the NARCIS Classification makes it difficult to express complex concepts. The meta-ontological, epistemic stance of the ICC is apparent in all aspects of this study. Using the two together in the DANS KOS Observatory will provide users with both clarity of scientific positioning and ontological relativity.
    Footnote
    Beitrag eines Special Issue: Research Information Systems and Science Classifications; including papers from "Trajectories for Research: Fathoming the Promise of the NARCIS Classification," 27-28 September 2018, The Hague, The Netherlands.
  17. Smiraglia, R.P.: Authority control of works: cataloging's chimera? (2004) 0.01
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    Abstract
    Explicit authority control of works is essentially non-existent. Our catalogs are built on a principle of controlling headings, and primarily headings for names of authors. Our syndetic structure creates a spider's web of networked relationships among forms of headings, but it ends there, despite the potential richness of depth among bibliographic entities. Effective authority control of works could yield richness in the catalog that would enhance retrieval capabilities. Works are considered to constitute the intellectual content of informative artifacts that may be collected and ordered for retrieval. In a 1992 study the author examined a random sample of works drawn from the catalog of the Georgetown University Library. For each progenitor work, an instantiation network (also referred to as a bibliographic family) was constituted. A detailed analysis of the linkages that would be required for authority control of these networks is reviewed here. A new study is also presented, in which Library of Congress authority records for the works in this sample are sought and analyzed. Results demonstrate a near total lack of control, with only 5.6% of works for which authority records were found. From a sample of 410 works, of which nearly half have instantiation networks, only 23 works could be said to have implicit authority control. However, many instantiation networks are made up of successive derivations that can be implicitly linked through collocation. The difficult work of explicitly linking instantiations comes with title changes, translations, and containing relations. The empirical evidence in the present study suggests that explicit control of expressions will provide the best control over instantiation networks because it is instantiations such as translations, abridgments, and adaptations that require explicit linking.
  18. Smiraglia, R.P.: Keywords, indexing, text analysis : an editorial (2013) 0.01
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    Abstract
    Recently I was asked in earnest why KO doesn't have keywords. To which my reply was to LOL. Really-I laughed, out loud, and then I said "but it does, in every line!" I decided to undertake a little editorial experiment by using the contents of the last two issues of Knowledge Organization - Volume 40 (2013) number 1 contained an editorial, 4 peer-reviewed articles, a book review, a classification issues report, and two substantive letters to the editor. Volume 40 (2013) number 2 contained 5 peer-reviewed articles, some ISKO news, and a bibliographic essay book review; unfortunately at the time this was written number 2 had not been indexed by either service. I decided to compare keywords drawn from Thompson Reuters' Web of ScienceT and EBSCOHost's Library and Information Science and Technology Abstracts with Full Text (LISTA) to the actual keywords pulled from the texts. Full texts were uploaded to Voyeur from Hermeneutica.ca -The Rhetoric of Text Analysis (http://hermeneuti.ca/voyeur/) to derive most frequently used terms (applying an English language stoplist). Table 1 contains those comparative results.
  19. Smiraglia, R.P.: Trajectories for research : fathoming the promise of the NARCIS classification (2019) 0.00
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    Abstract
    NARCIS-National Academic Research and Collaborations Information System is the national research portal for the Netherlands' data and research archiving, which is governed by its own NARCIS Classification. The current instantiation of the classification dates from 2015. The classification is currently made up of two classes D for the sciences broadly, and E for interdisciplinary areas. The NARCIS Classification is designed specifically and with care for the contents of the NARCIS data portal. The classification mostly represents the sciences. A few anomalous situations are visible in the ontology of the classification: the humanities occupy one division within the sciences, placed between the life sciences and law; and, the treatment of interdisciplinarity, for which a separate class E is set aside for interdisciplinary sciences. A dump of the NARCIS database was used to analyze the population of the NARCIS classification. The life sciences occupy 34% of the NARCIS database. A framework for research networking systems reveals the NARCIS database and its classification meet most objectives, with the only lapse being the output of entities and attributes to ontologies. The NARCIS Classification is also an occupational classification. The NARCIS Classification supports a vital research portal that, in turn, supports a nationally-coordinated research effort designed to provide better inter-institutional communication of scholarly productivity, thus is in itself an information institution, in which domain-dependence is part of its cultural imperative. The NARCIS Classification incorporates an example of top-down politics in which funded disciplines are included and best represented. A perhaps unintended consequence is the encapsulation of forced views. Trajectories for further discussion with regard to continued development of the NARCIS Classification include identity, interoperability, interdisciplinarity, and synthesis.
    Footnote
    Beitrag eines Special Issue: Research Information Systems and Science Classifications; including papers from "Trajectories for Research: Fathoming the Promise of the NARCIS Classification," 27-28 September 2018, The Hague, The Netherlands.
  20. Park, H.; Smiraglia, R.P.: Enhancing data curation of cultural heritage for information sharing : a case study using open Government data (2014) 0.00
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    Abstract
    The purpose of this paper is to enhance cultural heritage data curation. A core research question of this study is how to share cultural heritage data by using ontologies. A case study was conducted using open government data mapped with the CIDOC-CRM (Conceptual Reference Model). Twelve library-related files in unstructured data format were collected from an open government website, Seoul Metropolitan Government of Korea (http://data.seoul.go.kr). By using the ontologies of the CIDOC CRM 5.1.2, we conducted a mapping process as a way of enhancing cultural heritage information to share information as a data component. We graphed each file then mapped each file in tables. Implications of this study are both the enhanced discoverability of unstructured data and the reusability of mapped information. Issues emerging from this study involve verification of detail for complete compatibility without further input from domain experts.
    Source
    Metadata and semantics research: 8th Research Conference, MTSR 2014, Karlsruhe, Germany, November 27-29, 2014, Proceedings. Eds.: S. Closs et al