Semantic similarities between a keyword database and a controlled vocabulary database: An investigation in the antibiotic resistance literature

The KeyWords Plus in the Science Citation Index database represents an approach to combining citation and semantic indexing in describing the document content. This paper explores the similarities or dissimilarities between citation‐semantic and analytic indexing. The dataset consisted of over 400 m...

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Published inJournal of the American Society for Information Science Vol. 51; no. 2; pp. 166 - 180
Main Author Qin, Jian
Format Journal Article
LanguageEnglish
Published New York John Wiley & Sons, Inc 2000
John Wiley & Sons
American Documentation Institute
Wiley Periodicals Inc
Subjects
Online AccessGet full text
ISSN0002-8231
2330-1635
1097-4571
2330-1643
DOI10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z

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Abstract The KeyWords Plus in the Science Citation Index database represents an approach to combining citation and semantic indexing in describing the document content. This paper explores the similarities or dissimilarities between citation‐semantic and analytic indexing. The dataset consisted of over 400 matching records in the SCI and MEDLINE databases on antibiotic resistance in pneumonia. The degree of similarity in indexing terms was found to vary on a scale from completely different to completely identical with various levels in between. The within‐document similarity in the two databases was measured by a variation on the Jaccard Coefficient—the Inclusion Index. The average inclusion coefficient was 0.4134 for SCI and 0.3371 for MEDLINE. The 20 terms occurring most frequently in each database were identified. The two groups of terms shared the same terms that consist of the “intellectual base” for the subject. Conceptual similarity was analyzed through scatterplots of matching and nonmatching terms vs. partially identical and broader/narrower terms. The study also found that both databases differed in assigning terms in various semantic categories. Implications of this research and further studies are suggested.
AbstractList Explores similarities or dissimilarities between citation-semantic and analytic indexing based on a study of records in the Science Citation Index and MEDLINE databases on antibiotic resistance in pneumonia. Concludes that disparate indexing terms may be an advantage for better recall and precision in information retrieval. (Contains 42 references.) (Author/LRW)
The KeyWords Plus in the Science Citation Index database represents an approach to combining citation and semantic indexing in describing the document content. This paper explores the similarities or dissimilarities between citation‐semantic and analytic indexing. The dataset consisted of over 400 matching records in the SCI and MEDLINE databases on antibiotic resistance in pneumonia. The degree of similarity in indexing terms was found to vary on a scale from completely different to completely identical with various levels in between. The within‐document similarity in the two databases was measured by a variation on the Jaccard Coefficient—the Inclusion Index. The average inclusion coefficient was 0.4134 for SCI and 0.3371 for MEDLINE. The 20 terms occurring most frequently in each database were identified. The two groups of terms shared the same terms that consist of the “intellectual base” for the subject. Conceptual similarity was analyzed through scatterplots of matching and nonmatching terms vs. partially identical and broader/narrower terms. The study also found that both databases differed in assigning terms in various semantic categories. Implications of this research and further studies are suggested.
The KeyWords Plus in the Science Citation Index database represents an approach to combining citation and semantic indexing in describing the document content. The similarities or dissimilarities between citation-semantic and analytic indexing are explored. The dataset consisted of over 400 matching records in the SCI and MEDLINE databases on antibiotic resistance in pneumonia. The degree of similarity in indexing terms was found to vary on a scale from completely different to completely identical with various levels in between. The within-document similarity in the two databases was measured by the variation on the Jaccard Coefficient - the Inclusion Index. The average inclusion coefficient was 0.4134 for SCI and 0.3371 for MEDLINE.
The KeyWords Plus in the Science Citation Index database represents an approach to combining citation and semantic indexing in describing the document content. This paper explores the similarities or dissimilarities between citation-semantic and analytic indexing. The data-set consisted of over 400 matching records in the SCI and MEDLINE databases on antibiotic resistance in pneumonia. The degree of similarity in indexing terms was found to vary on a scale from completely different to completely identical with various levels in between. The within-document similarity in the two databases was measured by a variation on the Jaccard Coefficient - the Inclusion Index. The average inclusion coefficient was 0.4134 for SCI and 0.3371 for MEDLINE. The 20 terms occurring most frequently in each database were identified. The two groups of terms shared the same terms that consist of the `intellectual base' for the subject. Conceptual similarity was analyzed through scatterplots of matching and nonmatching terms vs. partially identical and broader/narrower terms. The study also found that both databases differed in assigning terms in various semantic categories. Implications of this research and further studies are suggested.
Explores the similarities or dissimilarities between citation-semantic indexing in the KeyWords Plus Science Citation Index and analytic indexing in the MEDLINE databases. The data set consisted of over 400 matching records on antibiotic resistance in pneumonia. Explores how the databases are similar or dissimilar statistically, linguistically and semantically, using a similarity measure, the Inclusion Index. Analyzes term frequency distribution patterns, similarities among top terms, partially similar terms and clusters of dissimilar terms. Examines degrees of similarity to determine to what extent and in what ways the 2 sets of terms resembled each other. (Original abstract - amended)
Author Qin, Jian
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Issue 2
Keywords Resistance
Antibiotic
Pneumonia
Similarity
Controlled vocabulary
Semantic analysis
Automatic indexing
Database
Natural language
Comparative study
Indexing
Language English
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Publisher John Wiley & Sons, Inc
John Wiley & Sons
American Documentation Institute
Wiley Periodicals Inc
Publisher_xml – name: John Wiley & Sons, Inc
– name: John Wiley & Sons
– name: American Documentation Institute
– name: Wiley Periodicals Inc
References Reich, P., & Biever, E.J. (1991). Indexing consistency: The input/output function of thesauri. College & Research Libraries, 52, 336-342.
Iivonen, M. (1990). Inter-indexer consistency and the indexing environment. International Forum on Information and Documentation, 15, 16-21.
Salton, G., Fox, E.A., & Voorhees, E. (1983). Advanced feedback methods in information retrieval. Journal of the American Society for Information Science, 36, 200-210.
Hersh, W., & Hickam, D. (1992). A comparison of retrieval effectiveness for three methods of indexing medical literature. American Journal of the Medical Sciences, 303, 292-300.
Pao, M.L., & Worthen, D.B. (1989). Retrieval effectiveness by semantic and citation searching. Journal of the American Society for Information Science, 40, 226-235.
White, H.D., & Griffith, B.C. (1987). Quality of indexing in online data bases. Information Processing and Management, 23, 211-224.
Hamers, L., Hemeryck, Y., Herweyers, G., Janssen, M., Keters, H., Rousseau, R., & Vanhoutte, A. (1989). Similarity measures in scientometric research: The Jaccard index versus Salton's cosine formula. Information Processing & Management, 25, 315-318.
Braam, R.R., Moed, H.F., & van Raan, A.F. (1991). Mapping of science by combined co-citation and word analysis. Part I: Structural aspects. Journal of the American Society for Information Science, 42, 233-251.
Can, F. (1993). Incremental clustering for dynamic information processing. ACM Transactions on Information Systems, 11, 143-164.
David, C., Giroux, L., Bertrandgastaldy, S., Lanteigne, D., & Bertrand, A. (1995). Indexing as problem-solving: A cognitive approach to consistency. In Proceedings of the ASIS Annual Meeting 1995 (pp. 49-55), Medford, NJ: Information Today.
Todd, R. (1992). Academic indexing: What's it all about? The Indexer, 18, 101-104.
Markey, K., Atherton, P., & Newton, C. (1980). An analysis of controlled vocabulary and free text search statements in online searches. Online Review, 4, 225-236.
Qin, J. (1999). Discovering semantic patterns in bibliographically coupled documents. Library Trends, 48, 108-131.
McCain, K.W., White, H.D., & Griffith, B. (1987). Comparing retrieval performance in online data bases. Information Processing and Management, 23, 539-553.
Salton, G., & McGill, M.J. (1983). Introduction to modern information retrieval. New York: McGraw-Hill Book Company.
Hersh, W., & Hickam, D. (1995). Information retrieval in medicine: The SAPHIRE experience. Journal of the American Society for Information Science, 46, 743-747.
Soergel, D. (1994). Indexing and retrieval performance: The logic evidence. Journal of the American Society for Information Science, 45, 589-599.
Tenopir, C. (1985). Full text database retrieval performance. Online Review, 9, 149-164.
Peters, H.P.F., Braam, R.R., & van Raan, A.F.J. (1995). Cognitive resemblance and citation relations in chemical engineering publications. Journal of the American Society for Information Science, 46, 9-21.
Fugmann, R. (1985). The five-axiom theory of indexing and information supply. Journal of the American Society for Information Science, 36, 116-129.
Jones, W.P., & Furnas, G.W. (1987). Pictures of relevance: A geometric analysis of similarity measures. Journal of the American Society for Information Science, 38, 420-442.
McCain, K.W. (1989). Descriptor and citation retrieval in the medical behavioral sciences literature: retrieval overlaps and novelty distribution. Journal of the American Society for Information Science, 40, 110-114.
Small, H. (1973). Co-citation in scientific literature: A new measure of the relationship between two documents. Journal of the American Society for Information Science, 24, 265-269.
Bartell, B.T., Cottrell, G.W., & Belew, R.K. (1995). Representing documents using an explicit model of their similarities. Journal of the American Society for Information Science, 46, 254-271.
Bertrand, A., Cellier, J.M., & Giroux, L. (1994). Expertise and strategies in scientific documents indexing. Travail Humain, 57, 25-51.
Garfield, E. (1990). KeyWords Plus: ISI's breakthrough retrieval method. Part 1. Expanding your searching power on Current Contents on Diskette. Current Contents, 32(6), 5-9.
Garfield, E., & Sher, I. H. (1993). KeyWords Plus-algorithmic derivative indexing. Journal of the American Society for Information Science, 44, 298-299.
Small, H., & Sweeney, E. (1985). Clustering the Science Citation Index using co-citations: I. A comparison of methods. Scientometrics, 7, 393-409.
Small, H., Sweeney, E., & Greenlee, E. (1985). Clustering the Science Citation Index using co-citations: II. Mapping science. Scientometrics, 8, 321-340.
Bartell, B.T., Cottrell, G.W., & Belew, R.K. (1998). Optimizing similarity using multi-query relevance feedback. Journal of the American Society for Information Science, 49, 742-761
Srinivasan, P. (1996). Optional document-indexing vocabulary for medicine. Information Processing and Management, 32, 503-514.
Funk, M. E., & Reid, C. A. (1983). Indexing consistency in MEDLINE. Bulletin of the Medical Library Association, 71, 176-183.
Lancaster, F.W. (1998). Indexing and abstracting in theory and practice. Champaign, IL: Graduate School of Library and Information Science, University of Illinois.
Travis, J. (1994). Reviving the antibiotic miracle. Science, 264(15), 360-362.
Rowley, J. (1994). The controlled versus natural indexing languages debate revisited-a perspective on information-retrieval practice and research. Journal of Information Science, 20, 108-119.
Henzler, R.G. (1978). Free or controlled vocabularies. International Classification, 5(1), 21-26.
Giral, A., & Taylor, A.G. (1993). Indexing overlap and consistency between the Avery Index to Architectural Periodicals and the Architectural Periodicals Index. Library Resources and Technical Services, 37(1), 19-43.
Calkins, M.L. (1980). Free text or controlled vocabulary: A case history step-by-step analysis...plus other aspects of search strategy. Database, 3, 53-67.
Iivenon, M. (1995). Consistency in the selection of search concepts and search terms. Information Processing & Management, 31, 173-190.
Humphery, S. (1987). Knowledge-based indexing of the medical literature. Journal of the American Society for Information Science, 38, 184-196.
1998; 49
1995; 31
1989; 40
1990; 32
1990; 15
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1985; 9
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1978; 5
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1989; 25
1996; 32
1983; 36
1987; 38
1994; 20
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1994; 264
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1973; 24
1995; 46
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1991; 42
1980; 4
1980; 3
1994; 57
1983
1981
1985; 36
Garfield (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB11) 1990; 32
Hersh (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB17) 1995; 46
Reich (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB30) 1991; 52
Qin (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB29) 1999; 48
Rowley (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB31) 1994; 20
Lin (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB23) 1998
McCain (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB25) 1989; 40
Pao (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB27) 1989; 40
Iivonen (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB19) 1990; 15
Lancaster (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB22) 1998
Hersh (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB16) 1992; 303
Small (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB36) 1985; 8
David (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB8) 1995
Can (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB6) 1993; 11
Jones (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB21) 1987; 38
Hamers (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB14) 1989; 25
Bertrand (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB3) 1994; 57
Fugmann (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB9) 1985; 36
Garfield (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB12) 1993; 44
Srinivasan (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB38) 1996; 32
Funk (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB10) 1983; 71
Small (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB34) 1973; 24
Braam (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB4) 1991; 42
Humphery (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB18) 1987; 38
Giral (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB13) 1993; 37
Small (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB35) 1985; 7
White (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB42) 1987; 23
Markey (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB24) 1980; 4
Salton (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB32) 1983
Travis (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB41) 1994; 264
Carrow (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB7) 1981
Tenopir (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB39) 1985; 9
Bartell (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB2) 1998; 49
Henzler (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB15) 1978; 5
Soergel (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB37) 1994; 45
Todd (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB40) 1992; 18
Bartell (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB1) 1995; 46
Calkins (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB5) 1980; 3
Iivenon (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB20) 1995; 31
Peters (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB28) 1995; 46
McCain (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB26) 1987; 23
Salton (10.1002/(SICI)1097-4571(2000)51:2<166::AID-ASI8>3.0.CO;2-Z-BIB33) 1983; 36
References_xml – reference: Bertrand, A., Cellier, J.M., & Giroux, L. (1994). Expertise and strategies in scientific documents indexing. Travail Humain, 57, 25-51.
– reference: Iivonen, M. (1990). Inter-indexer consistency and the indexing environment. International Forum on Information and Documentation, 15, 16-21.
– reference: Srinivasan, P. (1996). Optional document-indexing vocabulary for medicine. Information Processing and Management, 32, 503-514.
– reference: Henzler, R.G. (1978). Free or controlled vocabularies. International Classification, 5(1), 21-26.
– reference: Tenopir, C. (1985). Full text database retrieval performance. Online Review, 9, 149-164.
– reference: Rowley, J. (1994). The controlled versus natural indexing languages debate revisited-a perspective on information-retrieval practice and research. Journal of Information Science, 20, 108-119.
– reference: Small, H. (1973). Co-citation in scientific literature: A new measure of the relationship between two documents. Journal of the American Society for Information Science, 24, 265-269.
– reference: Hersh, W., & Hickam, D. (1995). Information retrieval in medicine: The SAPHIRE experience. Journal of the American Society for Information Science, 46, 743-747.
– reference: Humphery, S. (1987). Knowledge-based indexing of the medical literature. Journal of the American Society for Information Science, 38, 184-196.
– reference: Reich, P., & Biever, E.J. (1991). Indexing consistency: The input/output function of thesauri. College & Research Libraries, 52, 336-342.
– reference: Todd, R. (1992). Academic indexing: What's it all about? The Indexer, 18, 101-104.
– reference: Bartell, B.T., Cottrell, G.W., & Belew, R.K. (1998). Optimizing similarity using multi-query relevance feedback. Journal of the American Society for Information Science, 49, 742-761
– reference: Iivenon, M. (1995). Consistency in the selection of search concepts and search terms. Information Processing & Management, 31, 173-190.
– reference: Soergel, D. (1994). Indexing and retrieval performance: The logic evidence. Journal of the American Society for Information Science, 45, 589-599.
– reference: Lancaster, F.W. (1998). Indexing and abstracting in theory and practice. Champaign, IL: Graduate School of Library and Information Science, University of Illinois.
– reference: Can, F. (1993). Incremental clustering for dynamic information processing. ACM Transactions on Information Systems, 11, 143-164.
– reference: Jones, W.P., & Furnas, G.W. (1987). Pictures of relevance: A geometric analysis of similarity measures. Journal of the American Society for Information Science, 38, 420-442.
– reference: Small, H., Sweeney, E., & Greenlee, E. (1985). Clustering the Science Citation Index using co-citations: II. Mapping science. Scientometrics, 8, 321-340.
– reference: Qin, J. (1999). Discovering semantic patterns in bibliographically coupled documents. Library Trends, 48, 108-131.
– reference: Bartell, B.T., Cottrell, G.W., & Belew, R.K. (1995). Representing documents using an explicit model of their similarities. Journal of the American Society for Information Science, 46, 254-271.
– reference: Braam, R.R., Moed, H.F., & van Raan, A.F. (1991). Mapping of science by combined co-citation and word analysis. Part I: Structural aspects. Journal of the American Society for Information Science, 42, 233-251.
– reference: White, H.D., & Griffith, B.C. (1987). Quality of indexing in online data bases. Information Processing and Management, 23, 211-224.
– reference: Funk, M. E., & Reid, C. A. (1983). Indexing consistency in MEDLINE. Bulletin of the Medical Library Association, 71, 176-183.
– reference: Garfield, E. (1990). KeyWords Plus: ISI's breakthrough retrieval method. Part 1. Expanding your searching power on Current Contents on Diskette. Current Contents, 32(6), 5-9.
– reference: McCain, K.W. (1989). Descriptor and citation retrieval in the medical behavioral sciences literature: retrieval overlaps and novelty distribution. Journal of the American Society for Information Science, 40, 110-114.
– reference: Hersh, W., & Hickam, D. (1992). A comparison of retrieval effectiveness for three methods of indexing medical literature. American Journal of the Medical Sciences, 303, 292-300.
– reference: Garfield, E., & Sher, I. H. (1993). KeyWords Plus-algorithmic derivative indexing. Journal of the American Society for Information Science, 44, 298-299.
– reference: McCain, K.W., White, H.D., & Griffith, B. (1987). Comparing retrieval performance in online data bases. Information Processing and Management, 23, 539-553.
– reference: Peters, H.P.F., Braam, R.R., & van Raan, A.F.J. (1995). Cognitive resemblance and citation relations in chemical engineering publications. Journal of the American Society for Information Science, 46, 9-21.
– reference: Pao, M.L., & Worthen, D.B. (1989). Retrieval effectiveness by semantic and citation searching. Journal of the American Society for Information Science, 40, 226-235.
– reference: Travis, J. (1994). Reviving the antibiotic miracle. Science, 264(15), 360-362.
– reference: Salton, G., & McGill, M.J. (1983). Introduction to modern information retrieval. New York: McGraw-Hill Book Company.
– reference: Markey, K., Atherton, P., & Newton, C. (1980). An analysis of controlled vocabulary and free text search statements in online searches. Online Review, 4, 225-236.
– reference: Calkins, M.L. (1980). Free text or controlled vocabulary: A case history step-by-step analysis...plus other aspects of search strategy. Database, 3, 53-67.
– reference: Small, H., & Sweeney, E. (1985). Clustering the Science Citation Index using co-citations: I. A comparison of methods. Scientometrics, 7, 393-409.
– reference: Salton, G., Fox, E.A., & Voorhees, E. (1983). Advanced feedback methods in information retrieval. Journal of the American Society for Information Science, 36, 200-210.
– reference: Fugmann, R. (1985). The five-axiom theory of indexing and information supply. Journal of the American Society for Information Science, 36, 116-129.
– reference: David, C., Giroux, L., Bertrandgastaldy, S., Lanteigne, D., & Bertrand, A. (1995). Indexing as problem-solving: A cognitive approach to consistency. In Proceedings of the ASIS Annual Meeting 1995 (pp. 49-55), Medford, NJ: Information Today.
– reference: Hamers, L., Hemeryck, Y., Herweyers, G., Janssen, M., Keters, H., Rousseau, R., & Vanhoutte, A. (1989). Similarity measures in scientometric research: The Jaccard index versus Salton's cosine formula. Information Processing & Management, 25, 315-318.
– reference: Giral, A., & Taylor, A.G. (1993). Indexing overlap and consistency between the Avery Index to Architectural Periodicals and the Architectural Periodicals Index. Library Resources and Technical Services, 37(1), 19-43.
– volume: 46
  start-page: 254
  year: 1995
  end-page: 271
  article-title: Representing documents using an explicit model of their similarities
  publication-title: Journal of the American Society for Information Science
– year: 1983
– volume: 57
  start-page: 25
  year: 1994
  end-page: 51
  article-title: Expertise and strategies in scientific documents indexing
  publication-title: Travail Humain
– volume: 46
  start-page: 743
  year: 1995
  end-page: 747
  article-title: Information retrieval in medicine: The SAPHIRE experience
  publication-title: Journal of the American Society for Information Science
– volume: 38
  start-page: 420
  year: 1987
  end-page: 442
  article-title: Pictures of relevance: A geometric analysis of similarity measures
  publication-title: Journal of the American Society for Information Science
– volume: 49
  start-page: 742
  year: 1998
  end-page: 761
  article-title: Optimizing similarity using multi‐query relevance feedback
  publication-title: Journal of the American Society for Information Science
– volume: 42
  start-page: 233
  year: 1991
  end-page: 251
  article-title: Mapping of science by combined co‐citation and word analysis. Part I: Structural aspects
  publication-title: Journal of the American Society for Information Science
– volume: 8
  start-page: 321
  year: 1985
  end-page: 340
  article-title: Clustering the Science Citation Index using co‐citations: II
  publication-title: Mapping science. Scientometrics
– volume: 32
  start-page: 503
  year: 1996
  end-page: 514
  article-title: Optional document‐indexing vocabulary for medicine
  publication-title: Information Processing and Management
– volume: 48
  start-page: 108
  year: 1999
  end-page: 131
  article-title: Discovering semantic patterns in bibliographically coupled documents
  publication-title: Library Trends
– volume: 11
  start-page: 143
  year: 1993
  end-page: 164
  article-title: Incremental clustering for dynamic information processing
  publication-title: ACM Transactions on Information Systems
– volume: 23
  start-page: 211
  year: 1987
  end-page: 224
  article-title: Quality of indexing in online data bases
  publication-title: Information Processing and Management
– start-page: 100
  year: 1998
  end-page: 104
– start-page: 49
  year: 1995
  end-page: 55
– volume: 45
  start-page: 589
  year: 1994
  end-page: 599
  article-title: Indexing and retrieval performance: The logic evidence
  publication-title: Journal of the American Society for Information Science
– volume: 303
  start-page: 292
  year: 1992
  end-page: 300
  article-title: A comparison of retrieval effectiveness for three methods of indexing medical literature
  publication-title: American Journal of the Medical Sciences
– volume: 52
  start-page: 336
  year: 1991
  end-page: 342
  article-title: Indexing consistency: The input/output function of thesauri
  publication-title: College & Research Libraries
– volume: 36
  start-page: 200
  year: 1983
  end-page: 210
  article-title: Advanced feedback methods in information retrieval
  publication-title: Journal of the American Society for Information Science
– volume: 18
  start-page: 101
  year: 1992
  end-page: 104
  article-title: Academic indexing: What's it all about?
  publication-title: The Indexer
– volume: 46
  start-page: 9
  year: 1995
  end-page: 21
  article-title: Cognitive resemblance and citation relations in chemical engineering publications
  publication-title: Journal of the American Society for Information Science
– volume: 32
  start-page: 5
  issue: 6
  year: 1990
  end-page: 9
  article-title: KeyWords Plus: ISI's breakthrough retrieval method. Part 1. Expanding your searching power on Current Contents on Diskette
  publication-title: Current Contents
– year: 1998
– volume: 15
  start-page: 16
  year: 1990
  end-page: 21
  article-title: Inter‐indexer consistency and the indexing environment
  publication-title: International Forum on Information and Documentation
– volume: 40
  start-page: 110
  year: 1989
  end-page: 114
  article-title: Descriptor and citation retrieval in the medical behavioral sciences literature: retrieval overlaps and novelty distribution
  publication-title: Journal of the American Society for Information Science
– volume: 264
  start-page: 360
  issue: 15
  year: 1994
  end-page: 362
  article-title: Reviving the antibiotic miracle
  publication-title: Science
– volume: 31
  start-page: 173
  year: 1995
  end-page: 190
  article-title: Consistency in the selection of search concepts and search terms
  publication-title: Information Processing & Management
– volume: 3
  start-page: 53
  year: 1980
  end-page: 67
  article-title: Free text or controlled vocabulary: A case history step‐by‐step analysis…plus other aspects of search strategy
  publication-title: Database
– volume: 25
  start-page: 315
  year: 1989
  end-page: 318
  article-title: Similarity measures in scientometric research: The Jaccard index versus Salton's cosine formula
  publication-title: Information Processing & Management
– volume: 5
  start-page: 21
  issue: 1
  year: 1978
  end-page: 26
  article-title: Free or controlled vocabularies
  publication-title: International Classification
– volume: 23
  start-page: 539
  year: 1987
  end-page: 553
  article-title: Comparing retrieval performance in online data bases
  publication-title: Information Processing and Management
– volume: 9
  start-page: 149
  year: 1985
  end-page: 164
  article-title: Full text database retrieval performance
  publication-title: Online Review
– start-page: 131
  year: 1981
  end-page: 138
– volume: 20
  start-page: 108
  year: 1994
  end-page: 119
  article-title: The controlled versus natural indexing languages debate revisited—a perspective on information‐retrieval practice and research
  publication-title: Journal of Information Science
– volume: 4
  start-page: 225
  year: 1980
  end-page: 236
  article-title: An analysis of controlled vocabulary and free text search statements in online searches
  publication-title: Online Review
– volume: 40
  start-page: 226
  year: 1989
  end-page: 235
  article-title: Retrieval effectiveness by semantic and citation searching
  publication-title: Journal of the American Society for Information Science
– volume: 44
  start-page: 298
  year: 1993
  end-page: 299
  article-title: KeyWords Plus—algorithmic derivative indexing
  publication-title: Journal of the American Society for Information Science
– volume: 38
  start-page: 184
  year: 1987
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Snippet The KeyWords Plus in the Science Citation Index database represents an approach to combining citation and semantic indexing in describing the document content....
Explores similarities or dissimilarities between citation-semantic and analytic indexing based on a study of records in the Science Citation Index and MEDLINE...
Explores the similarities or dissimilarities between citation-semantic indexing in the KeyWords Plus Science Citation Index and analytic indexing in the...
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SubjectTerms Algorithms
Analogies
Analytic Approach
Antibiotics
Bibliographic data bases
Citation analysis
Citation indexes
Coefficient of variation
Content analysis
Controlled vocabulary
Drug resistance
Exact sciences and technology
Indexing
Indexing. Classification. Abstracting. Syntheses
Individualized Instruction
Information and communication sciences
Information and document structure and analysis
Information processing and retrieval
Information Retrieval
Information science. Documentation
Keyword indexing
Keywords
Library science
Mathematical analysis
Medicine
MEDLINE
Online data bases
Pneumonia
Relevance (Information Retrieval)
Scattergrams
Science
Science Citation Index
Sciences and techniques of general use
Search Strategies
Searches
Semantic analysis
Semantics
Semiotics
Similarities
Similarity
Statistical Distributions
Studies
Subject Index Terms
Subject indexing
Vocabularies & taxonomies
Title Semantic similarities between a keyword database and a controlled vocabulary database: An investigation in the antibiotic resistance literature
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Volume 51
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