28/10, 2021

Reproducibility and metadate

What is reproducible research?

  • Same data, same code same results

What is reproducible research?

  • Code, data (Raw data) and text intertwined
  • in R: Rmarkdown (Rmd)
  • in Python Jupiter Notebooks

When it is not reproducible

Reproducibility in R

  1. One folder
    • Raw data (csv, xls, html, json, images, pdf)
    • Code and text (Rmd, shiny app, md, .r)
    • Results (Manuscript, Webpage, WebApp)

Some examples

Why do reproducible research?

Reproducible research benefits those who do it

  • You can do your research again
  • You can easily re-analyze when you have new input
  • You can easily share it, less time teaching how to do it
  • More citations, McKiernan et al. 2016

Good for the community

  • You can share your code (easier for remote sharing)
  • Other researchers can find how to do what you did

Github

Github

  • Similar to “Google Drive” or “Dropbox” for code
  • Version control (we can come back to any prior version)
  • Either code based or GUIs
  • Each project a repo
  • Workshop next hour (Make sure you make your account for better use)

limitations of github

  • Not great for big data
    • Limit of one file 100 Mb
    • Límite of one repo 1 Gb
  • We can override that with DVC (Data Version Control)

Version control

Good structure

Metadata

What is metadata

  • Data about data

Why use metadata

  • Who “owns” the data
  • Ensure citation
  • Ensure data quality
  • Who should I contact for clarification

Why use metadata

  • Example for papers
AU DE ID C1 CR AB PA AR EM BO GA DI eissn FU FX SN JI SO LA month note NR PN orcid.numbers organization PP PU SC researcherid.numbers SE TC TI DT UT U1 U2 VL web.of.science.categories. PY RP DB AU_UN AU1_UN AU_UN_NR SR_FULL SR
YAN S;SUN J SALT LAKE RESOURCE R&D; BIBLIOMETRICS; CO-AUTHORSHIP; SOCIAL NETWORK; ANALYSIS; COHESION; CENTRALITY BRINE YAN, SM (REPRINT AUTHOR), E CHINA UNIV SCI & TECHNOL, INST SCI & TECHNOL INFORMAT, SHANGHAI 200237, PEOPLES R CHINA.; YAN, SU- MEI; SUN, JI- QING, E CHINA UNIV SCI & TECHNOL, INST SCI & TECHNOL INFORMAT, SHANGHAI 200237, PEOPLES R CHINA. KILIC O, 2005, DESALINATION, V186, P11, DOI 10.1016/ J.DESAL. 2005.05.014; MA PH, 2009, PROG CHEM, V21, P2349; KESLER SE, 2012, ORE GEOL REV, V48, P55, DOI 10.1016/ J.OREGEOREV. 2012.05.006; BORGATTI SP, 2009, SCIENCE, V323, P892, DOI 10.1126/ SCIENCE. 1165821; ABBASI A, 2012, J INFORMETR, V6, P403, DOI 10.1016/J.JOI. 2012.01.002; BORGATTI S. P., 2002, UCINET WINDOWS SOFTW; LIU J., 2009, LECT WHOLE NETWORK A; QI W., 2006, CONSERVATION UTILIZA, V5, P45; WANG H., 2010, LIB INFORM STUDIES, V3, P37; WU C., 2011, DOCUMENT INFORM KNOW, V144, P12 THE AIM OF THIS ARTICLE IS TO ASSESS CHINA’S R&D POSITION AND STATUS ON SALT LAKE RESOURCES WITH A METHOD COMBINING BIBLIOMETRICS WITH SOCIAL NETWORK ANALYSIS. PATENT DATA ABOUT THE MINING AND USAGE OF SALT LAKE RESOURCES HARVESTED FROM THE SCIFINDER DATABASE AND RANGING FROM 1991 TO 2010 IS ANALYZED IN THIS PAPER. THE RESULTS SHOW THAT THERE HAS BEEN A RAPID GROWTH IN PATENT PUBLICATIONS REGARDING SALT LAKE RESOURCES IN THE LAST 20 YEARS, BOTH AT HOME AND ABROAD. THIS IS ESPECIALLY TRUE WITH REGARD TO THE EXTRACTION AND APPLICATION OF MAGNESIUM AND POTASSIUM. CHINA’S R&D IN THIS FIELD IS WORTHY OF ATTENTION, BECAUSE CHINA OWNS CONSIDERABLE SALT LAKE RESERVES. THE STATUS OF R&D GROUPS IN CHINA IS ASSESSED VIA NETWORK ANALYSIS, THROUGH BOTH UCINET SOFTWARE AND NETDRAW SOFTWARE. WE USE SEPARATE RECORDS FROM THE CHINA ACADEMIC JOURNAL NETWORK PUBLISHING DATABASE (CAJD) AND THE SCIENCE CITATION INDEX EXPANDED (SCIE), COVERING THE TIME SPAN FROM 2001 TO 2010. A COLLABORATION NETWORK IS ESTABLISHED, AND ITS STRUCTURE AND ATTRIBUTES ARE ANALYZED WITH A VIEW TO ASSESSING THE R&D GROUPS IN THIS FIELD. RESULTS FROM THESE ANALYSIS DEMONSTRATED THAT CHINA STANDS IN A DISADVANTAGED POSITION IN THE IMPLEMENTATION OF RELATED RESEARCH AND TECHNOLOGY; SEVERAL RESEARCH GROUPS HAVE BEEN FORMED TO EXPLORE THE MINING OF SALT LAKE RESOURCES; COLLABORATION IS MOSTLY STILL CONFINED TO THE DOMESTIC SCENE; CROSS-NATIONAL COLLABORATION HAS NOT YET STARTED TO GROW. FINALLY, PROPOSALS ARE PUT FORWARD FOR THE FORMULATION OF AN R&D STRATEGY AND FOR CULTIVATING R&D GROUPS. VAN GODEWIJCKSTRAAT 30, 3311 GZ DORDRECHT, NETHERLANDS NA SMYAN@ECUST.EDU.CN JQSUN@ECUST.EDU.CN NA CU1ED 10.1007/ s11192-015-1721-4 1588-2861 NA NA 0138-9130 SCIENTOMETRICS SCIENTOMETRICS ENGLISH NOV NA 10 2 NA NA 1141-1155 SPRINGER COMPUTER SCIENCE; INFORMATION SCIENCE & LIBRARY SCIENCE NA NA 0 ASSESSING CHINA’S SALT LAKE RESOURCES R&D BASED ON BIBLIOMETRICS ANALYSIS ARTICLE ISI000363261600027 15 15 105 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS; INFORMATION SCIENCE & LIBRARY SCIENCE 2015 YAN, SM (REPRINT AUTHOR), E CHINA UNIV SCI & TECHNOL, INST SCI & TECHNOL INFORMAT, SHANGHAI 200237, PEOPLES R CHINA ISI E CHINA UNIV SCI AND TECHNOL;E CHINA UNIV SCI AND TECHNOL E CHINA UNIV SCI AND TECHNOL NA YAN S, 2015, SCIENTOMETRICS YAN S, 2015, SCIENTOMETRICS
O’LEARY JD;CRAWFORD MW;JURCZYK E;BUCHAN A BENCHMARKING; RESEARCH IMPACT; RESEARCH PRODUCTIVITY; BIOMEDICAL; RESEARCH; CITATION WINDOW NA O’LEARY, JD (REPRINT AUTHOR), HOSP SICK CHILDREN, DEPT ANESTHESIA & PAIN MED, RM 2212 J, 555 UNIV AVE, TORONTO, ON M5G 1X8, CANADA.; O’LEARY, JAMES D.; CRAWFORD, MARK W., HOSP SICK CHILDREN, DEPT ANESTHESIA & PAIN MED, TORONTO, ON M5G 1X8, CANADA.; O’LEARY, JAMES D.; CRAWFORD, MARK W., UNIV TORONTO, DEPT ANESTHESIA, TORONTO, ON, CANADA.; JURCZYK, EVA; BUCHAN, ALISON, UNIV TORONTO, FAC MED, TORONTO, ON, CANADA. O’LEARY JD, 2010, CAN J ANAESTH, V57, P573, DOI 10.1007/ S12630-010-9292-6; HOLBROOK JB, 2013, NATURE, V497, P439, DOI 10.1038/497439A; WANG J, 2013, SCIENTOMETRICS, V94, P851, DOI 10.1007/ S11192-012-0775-9; BALL P, 2007, NATURE, V448, P737, DOI 10.1038/448737A; CATALA-LOPEZ F, 2014, BMC MED, V12, DOI 10.1186/1741-7015-12-15; DERRICK GE, 2011, PLOS ONE, V6, DOI 10.1371/ JOURNAL.PONE. 0018521; EUROPEAN COMMISSION DIRECTORATE- GENERAL FOR RESEARCH AND INNOVATION, 2010, ASS EUR U BAS RES EX; ROSAS SR, 2011, PLOS ONE, V6, DOI 10.1371/ JOURNAL.PONE. 0017428 BIBLIOMETRICS ARE OFTEN USED AS KEY INDICATORS WHEN EVALUATING ACADEMIC GROUPS AND INDIVIDUAL RESEARCHERS IN BIOMEDICAL RESEARCH. CITATION METRICS, WHEN USED AS INDICATORS OF RESEARCH PERFORMANCE, REQUIRE ACCURATE BENCHMARKING FOR HOMOGENOUS GROUPS. THIS STUDY DESCRIBES THE RESEARCH PERFORMANCE OF ACADEMIC DEPARTMENTS IN THE UNIVERSITY OF TORONTO’S FACULTY OF MEDICINE USING ARTICLE-LEVEL BIBLIOMETRICS FOR SCIENTIFIC PAPERS PUBLISHED FROM 2008 TO 2012. ELIGIBLE PUBLICATIONS OF ALL ACADEMIC FACULTY MEMBERS WERE VERIFIED FROM EACH RESEARCHER’S CURRICULUM VITAE AND WEB OF SCIENCE (R) (THOMSON REUTERS). FOR 3792 RESEARCHERS, WE IDENTIFIED 26,845 UNIQUE PAPERS WITH 79,502 AUTHORS PUBLISHED FROM 2008 TO 2012. THE OVERALL MEAN CITATIONS PER PAPER FOR THE FACULTY WAS 17.35. THE ACADEMIC DEPARTMENTS WITH THE HIGHEST LEVELS OF COLLABORATION AND INTERDISCIPLINARY RESEARCH ACTIVITY ALSO HAD THE HIGHEST RESEARCH IMPACT. THE CITATION WINDOW FOR BIOMEDICAL SCIENTIFIC PAPERS WAS STILL ACTIVE AT 5 YEARS AFTER PUBLICATION, INDICATING THAT THE CITATION WINDOW FOR PUBLICATIONS IN BIOMEDICAL RESEARCH IS ACTIVE LONGER THAN PREVIOUSLY THOUGHT, AND THIS MAY HINDER THE RELIABLE USE OF BIBLIOMETRICS WHEN EVALUATING RECENT SCIENTIFIC PUBLICATIONS IN BIOMEDICAL RESEARCH. VAN GODEWIJCKSTRAAT 30, 3311 GZ DORDRECHT, NETHERLANDS NA JAMES.OLEARY@SICKKIDS.CA MARK.CRAWFORD@SICKKIDS.CA EVA.JURCZYK@UTORONTO.CA ALISON.BUCHAN@UTORONTO.CA NA CS3RP 10.1007/ s11192-015-1676-5 1588-2861 NA NA 0138-9130 SCIENTOMETRICS SCIENTOMETRICS ENGLISH OCT NA 8 1 O’LEARY, JAMES/ 0000-0001-9801-5312 NA 311-321 SPRINGER COMPUTER SCIENCE; INFORMATION SCIENCE & LIBRARY SCIENCE O’LEARY, JAMES/ J-6377-2014 NA 0 BENCHMARKING BIBLIOMETRICS IN BIOMEDICAL RESEARCH: RESEARCH PERFORMANCE OF THE UNIVERSITY OF TORONTO’S FACULTY OF MEDICINE, 2008-2012 ARTICLE ISI000361992800020 18 18 105 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS; INFORMATION SCIENCE & LIBRARY SCIENCE 2015 O’LEARY, JD (REPRINT AUTHOR), HOSP SICK CHILDREN, DEPT ANESTHESIA & PAIN MED, RM 2212 J,555 UNIV AVE, TORONTO, ON M5G 1X8, CANADA ISI HOSP SICK CHILDREN;HOSP SICK CHILDREN;UNIV TORONTO;UNIV TORONTO NOTDECLARED NA O’LEARY JD, 2015, SCIENTOMETRICS O’LEARY JD, 2015, SCIENTOMETRICS
STELZER B;MEYER-BROETZ F;SCHIEBEL E;BRECHT L SCENARIO TECHNIQUE; BIBLIOMETRICS; METHOD COMBINATION; EMERGING; TECHNOLOGIES; TECHNOLOGY FORESIGHT; PERSONALIZED MEDICINE DETECTING RESEARCH FRONTS; EMERGING RESEARCH FRONTS;; SCIENCE-AND- TECHNOLOGY; SCIENTIFIC PUBLICATIONS; STRATEGIC THINKING;; CITATION NETWORKS; HEALTH- CARE; FUTURE; KNOWLEDGE; INNOVATION STELZER, B (REPRINT AUTHOR), UNIV ULM, INST TECHNOL &amp; PROC MANAGEMENT, HELMHOLTZSTR 22, D-89081 ULM, GERMANY.; STELZER, BIRGIT; MEYER- BROETZ, FABIAN; BRECHT, LEO, UNIV ULM, INST TECHNOL &amp; PROC MANAGEMENT, D-89081 ULM, GERMANY.; SCHIEBEL, EDGAR, AIT AUSTRIAN INST TECHNOL GMBH, INNOVAT SYST DEPT, RES TECHNOL &amp; INNOVAT POLICY, A-1220 VIENNA, AUSTRIA. ABOUD OMRAN ABU, 2013, CLIN CHEM, V59, P138, DOI 10.1373/ CLINCHEM. 2012.184598; ABRAHAMS E., 2009, GENET ENG BIOTECHNOL, V29; DROGE C, 2000, J PROD INNOVAT MANAG, V17, P24, DOI 10.1111/1540-5885.1710024; PONZI LJ, 2002, SCIENTOMETRICS, V55, P259, DOI 10.1023/A: 1019619824850; SARITAS O, 2010, TECHNOL FORECAST SOC, V77, P1061, DOI 10.1016/ J.TECHFORE. 2010.03.003; HOOD WW, 2001, SCIENTOMETRICS, V52, P291, DOI 10.1023/A: 1017919924342; HO JC, 2009, TECHNOL ANAL STRATEG, V21, P213, DOI 10.1080/09537320802625314; LIENERT J, 2006, ENVIRON SCI TECHNOL, V40, P436, DOI 10.1021/ ES0514139; REGIERER B, 2013, ADV BIOCHEM ENG BIOT, V133, P15, DOI 10.1007/10_2012_176; CHERMACK TJ, 2005, TECHNOL FORECAST SOC, V72, P59, DOI 10.1016/ J.TECHFORE. 2003.11.003; KOPCSA A, 1998, J AM SOC INFORM SCI, V49, P7; ANDRADE LEC, 2009, AN ACAD BRAS CIENC, V81, P367, DOI 10.1590/ S0001-37652009000300004; DOI K, 2006, PHYS MED BIOL, V51, PR5, DOI 10.1088/0031-9155/51/13/ R02; MALANOWSKI N, 2007, TECHNOL FORECAST SOC, V74, P1805, DOI 10.1016/ J.TECHFORE. 2007.05.010; KESSLER MM, 1963, AM DOC, V14, P10, DOI 10.1002/ASI. 5090140103; KATSANIS SH, 2013, NAT REV GENET, V14, P415, DOI 10.1038/ NRG3493; NIU XS, 2014, TECHNOL FORECAST SOC, V85, P58, DOI 10.1016/ J.TECHFORE. 2013.10.014; REGER G, 2001, TECHNOL ANAL STRATEG, V13, P533, DOI 10.1080/09537320127286; ABRAMO G, 2012, SCIENTOMETRICS, V91, P955, DOI 10.1007/ S11192-011-0577-5; VAN DER HEIJDEN K, 2000, TECHNOL FORECAST SOC, V65, P31, DOI 10.1016/ S0040-1625(99)00121-3; GEUM Y, 2014, COMPUT IND ENG, V71, P37, DOI 10.1016/J.CIE. 2014.02.007; SHIBATA N, 2008, TECHNOVATION, V28, P758, DOI 10.1016/ J.TECHNOVATION. 2008.03.009; MATTHIESSEN CW, 2010, URBAN STUD, V47, P1879, DOI 10.1177/0042098010372683; RINGLAND G, 2010, TECHNOL FORECAST SOC, V77, P1493, DOI 10.1016/ J.TECHFORE. 2010.06.010; FRUEH FW, 2013, VALUE HEALTH, V16, PS27, DOI 10.1016/J.JVAL. 2013.06.009, 10.1016/J.JVAL. 7013.06.009; BOYACK KW, 2010, J AM SOC INF SCI TEC, V61, P2389, DOI 10.1002/ASI. 21419; WOON WL, 2011, TECHNOL FORECAST SOC, V78, P408, DOI 10.1016/ J.TECHFORE. 2010.08.009; TONELLATO PJ, 2011, AM J CLIN PATHOL, V135, P668, DOI 10.1309/ AJCP9GDNLWB4GACI; AMER M, 2013, FUTURES, V46, P23, DOI 10.1016/ J.FUTURES. 2012.10.003; SHIBATA N, 2009, J AM SOC INF SCI TEC, V60, P571, DOI 10.1002/ASI. 20994; SMALL H, 1973, J AM SOC INFORM SCI, V24, P265, DOI 10.1002/ASI. 4630240406; GAUSEMEIER J, 1998, TECHNOL FORECAST SOC, V59, P111, DOI 10.1016/ S0040-1625(97)00166-2; BATTISTELLA C, 2011, TECHNOL FORECAST SOC, V78, P1029, DOI 10.1016/ J.TECHFORE. 2011.01.006; GURWITZ D, 2009, PUBLIC HEALTH GENOMI, V12, P134, DOI 10.1159/000189625; AMIR-ASLANI A, 2010, TECHNOL FORECAST SOC, V77, P203, DOI 10.1016/ J.TECHFORE. 2009.09.005; TSENG YH, 2013, SCIENTOMETRICS, V95, P503, DOI 10.1007/ S11192-013-0964-1; OFFIT K, 2011, HUM GENET, V130, P3, DOI 10.1007/ S00439-011-1028-3; HAEGEMAN K, 2013, TECHNOL FORECAST SOC, V80, P386, DOI 10.1016/ J.TECHFORE. 2012.10.002; PERSSON O, 1994, J AM SOC INFORM SCI, V45, P31, DOI 10.1002/ (SICI)1097-4571(199401)45:1<31::AID- ASI4>3.0.CO; 2-G; CORDERO P, 2012, CLIN PHARMACOL THER, V91, P1001, DOI 10.1038/ CLPT.2012.51; SCHIEBEL E, 2012, SCIENTOMETRICS, V91, P557, DOI 10.1007/ S11192-012-0626-8; FAULKNER E, 2012, VALUE HEALTH, V15, P1162, DOI 10.1016/J.JVAL. 2012.05.006; LESTER DS, 2009, PERS MED, V6, P555, DOI 10.2217/PME. 09.31; MITTRA J, 2012, NEW BIOTECHNOL, V29, P709, DOI 10.1016/J.NBT. 2012.03.003; KUUSI O, 2007, SCIENTOMETRICS, V70, P759, DOI 10.1007/ S11192-007-0311-5; PISHVAEE MS, 2008, S AFR J BUS MANAG, V39, P21; LEONG TYM, 2010, ADV ANAT PATHOL, V17, P404, DOI 10.1097/PAP. 0B013E3181F8957C; KOSTOFF RN, 2004, TECHNOL FORECAST SOC, V71, P141, DOI 10.1016/ S0040-1625(03)00048-9; DI STEFANO G, 2012, RES POLICY, V41, P1283, DOI 10.1016/ J.RESPOL. 2012.03.021; COATES JF, 2000, TECHNOL FORECAST SOC, V65, P115, DOI 10.1016/ S0040-1625(99)00084-0; ZHANG Y, 2013, TECHNOL ANAL STRATEG, V25, P707, DOI 10.1080/09537325.2013.803064; HANISCH B, 2012, PROJ MANAG J, V43, P4, DOI 10.1002/PMJ. 21267; AVILA- ROBINSON A, 2013, TECHNOL FORECAST SOC, V80, P1071, DOI 10.1016/ J.TECHFORE. 2012.07.012; VOGEL R, 2013, INT J MANAG REV, V15, P426, DOI 10.1111/ IJMR.12000; HUANG MH, 2014, SCIENTOMETRICS, V98, P1721, DOI 10.1007/ S11192-013-1126-1; SAKATA I, 2013, TECHNOL FORECAST SOC, V80, P1085, DOI 10.1016/ J.TECHFORE. 2012.03.009; CHIN L, 2011, NAT MED, V17, P297, DOI 10.1038/ NM.2323; MA FC, 2014, SCIENTOMETRICS, V98, P221, DOI 10.1007/ S11192-013-1003- Y; LAMMERS T, 2010, MOL PHARMACEUT, V7, P1899, DOI 10.1021/ MP100228V; BUTCHER J, 2005, TECHNOVATION, V25, P1273, DOI 10.1016/ J.TECHNOVATION. 2004.06.003; LOUCA S, 2012, CROAT MED J, V53, P211, DOI 10.3325/CMJ. 2012.53.211; DAIM TU, 2006, TECHNOL FORECAST SOC, V73, P981, DOI 10.1016/ J.TECHFORE. 2006.04.004; MOCH H, 2012, VIRCHOWS ARCH, V460, P3, DOI 10.1007/ S00428-011-1179-6; JUNE CH, 2007, J CLIN INVEST, V117, P1466, DOI 10.1172/ JCI32446; COBO MJ, 2011, J AM SOC INF SCI TEC, V62, P1382, DOI 10.1002/ ASI.21525; BRADFIELD R, 2005, FUTURES, V37, P795, DOI 10.1016/ J.FUTURES. 2005.01.003; BROSE A., 2013, ZIB REPORT, V13; CHEN C., 1999, INFORM VISUALISATION; DANIEL H.- D., 2008, J DOC, V64, P45; DE BETTIS N., 2009, BIBLIOMETRICS CITATI; 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A. W., 2006, EUROPEAN JOURNAL OF INNOVATION MANAGEMENT, V9, DOI 10.1108/14601060610678121; FINK A., 2004, FORESIGHT, V6, P173, DOI 10.1108/14636680410548392; GASSMANN O., 2006, MANAGE INNOVATION, P357, DOI 10.1007/3-540-33755-5_16; GAUSEMEIER J., 2009, VOR TECHN 5 S VOR TE; GAUSEMEIER J., 2009, ZUKUNFTSORIENTIERTE; GODET MICHEL, 1987, SCENARIOS STRATEGIC; GOLBECIC J., 2006, VISUALIZING SEMANTIC, P172, DOI 10.1007/1-84628-290- X_10; HAVEMANN F., 2009, EINFUHRUNG BIBLIOMET; HIRSCH SVEN, 2013, FORESIGHT, V15, DOI 10.1108/ FS-09-2012-0064; LICHTENTHALER E, 2002, ORG TECHNOLOGY INTEL; LIU W., 2013, J NANOMATER; MARCUS A, 2009, STRATEGIC FORESIGHT: A NEW LOOK AT SCENARIOS, P1; MARSHAKOVA- SHAIKEVICH I., 1973, NAUCHNO TEKHNICHESKA, V2, P3; MCCARTHY J, 2013, SCI TRANSL MED, V5, P1; MILLER DB, 2013, METABOLISM, V62, PS34, DOI 10.1016/ J.METABOL. 2012.08.021; MOED H. F., 2014, TECHNOL FORECAST SOC; PAGANI M, 2009, TECHNOL FORECAST SOC, V76, P382, DOI 10.1016/ J.TECHFORE. 2008.07.003; PIIRAINEN KA, 2010, 20 ISPIM C BILB 6 9; POPPER R., 2008, FORESIGHT, V10, P62, DOI DOI 10.1108/14636680810918586; PRAJOGO DANIEL I, 2007, INTERNATIONAL JOURNAL OF BUSINESS PERFORMANCE MANAGEMENT, V9, DOI 10.1504/IJBPM. 2007.013361; PRICE DJD, 1965, SCIENCE, V149, P510; PRITCHAR.A, 1969, J DOC, V25, P348; RADICCHI F, 2012, UNDERST COMPLEX SYST, P233, DOI 10.1007/978-3-642-23068-4_7; MIETZNER D., 2005, INTERNATIONAL JOURNAL OF TECHNOLOGY INTELLIGENCE AND PLANNING, V1, DOI 10.1504/IJTIP. 2005.006516; REIBNITZ U. V., 1992, SZENARIO TECHNIK INS; RICHARDS D.J., 2013, J CHEM, V53, P805; ROHRBECK R, 2011, CONTRIB MANAG SCI, P1, DOI 10.1007/978-3-7908-2626-5; SCHOEMAKER PJH, 1995, SLOAN MANAGE REV, V36, P25; SCHWAGER M., 1995, SZENARIO TECHNIK ALS; SCHWARTZ P., 2008, ART LONG VIEW; SHIBATA N, 2011, TECHNOL FORECAST SOC, V78, P274, DOI 10.1016/ J.TECHFORE. 2010.07.006; TALEB N. N., 2007, BLACK SWAN IMPACT HI; UIDEKE M., 2013, RECENT DEV FORESIGHT, P53; VAN DER HEIJDEN K., 2006, INT STUDIES MANAGEME, V36, P50, DOI 10.2753/ IMO0020-8825360303; VAN DER HEIJDEN K., 1997, SCENARIOS ART STRATE; VON REIBNITZ U. H., 2000, FORESIGHT, V5, P55; WACK P, 1985, HARVARD BUS REV, V63, P139; WALSH P., 2005, MANAGE DECIS, V43, P113, DOI DOI 10.1108/00251740510572524 THE PURPOSE OF THIS ARTICLE IS TO PRESENT A NOVEL METHOD FOR COMBINING BIBLIOMETRICS AND SCENARIO TECHNIQUE FOR THE SAKE OF CONDUCTING TECHNOLOGY FORESIGHT. FIRST, WE DERIVE AN EIGHT-STEP SCENARIO APPROACH AND ADD THE IDENTIFICATION OF EMERGING TECHNOLOGIES AS WELL AS THEIR RESPECTIVE EFFECTS ON EACH SCENARIO. SECOND, WE ILLUSTRATE THIS COMBINED METHOD IN THE FIELD OF PERSONALIZED MEDICINE (PM). EXISTING LITERATURE ON METHOD COMBINATION OFTEN FOCUSES SINGULAR CHALLENGES AND BENEFITS ASSOCIATED WITH THE SCENARIO TECHNIQUE. IN THIS PAPER, HOWEVER, WE INTEGRATE THE RESULTS OF A BIBLIOMETRIC ANALYSIS AT EACH STEP OF THE SCENARIO TECHNIQUE. HEREIN, WE REFER MAINLY TO THE CO-CITATION ANALYSIS AND BIBLIOGRAPHIC COUPLING NETWORK. THIRD, WE DESCRIBE THE FINDINGS OF OUR CASE STUDY FOR EVERY STEP OF THE APPLICATION OF THE SCENARIO TECHNIQUE. IN DOING SO, WE OFFER PRACTICAL GUIDELINES FOR APPLYING THIS NOVEL COMBINED METHOD IN OTHER CONTEXTS. THE OVERALL BENEFIT OF THE METHOD COMBINATION IS THE INTEGRATION OF SCIENTIFICALLY BASED INFORMATION THAT EXCEEDS THE KNOWLEDGE BASES OF THE SCENARIO TEAM AND OTHER EXPERTS. MOST NOTABLY, THE EXAMINATION OF VAST AMOUNTS OF TECHNOLOGY- SPECIFIC INFORMATION FACILITATES THE IDENTIFICATION OF EMERGING TECHNOLOGIES. MOREOVER, THE COMBINED METHOD ALLOWS FOR A MORE PRECISE PROJECTION OF FUTURE STATES WHEN NARROWING THE SCENARIO FUNNEL. USING THIS EIGHT- STEP SCENARIO APPROACH, WE BUILD THREE SCENARIOS FOR THE FIELD OF PM, DISCUSS DISRUPTIVE EVENTS, AND IDENTIFY AND INTEGRATE EMERGING TECHNOLOGIES INTO EACH SCENARIO. FINALLY, WE EXPLORE STRATEGIC DECISIONS FOR VARIOUS STAKEHOLDERS IN THE PM FIELD. (C) 2015 ELSEVIER INC. ALL RIGHTS RESERVED. 360 PARK AVE SOUTH, NEW YORK, NY 10010-1710 USA NA BIRGIT.STELZER@UNI- ULM.DE NA CS5QV 10.1016/ j.techfore. 2015.06.008 1873-5509 NA NA 0040-1625 TECHNOL. FORECAST. SOC. CHANG. TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE ENGLISH SEP NA 108 NA NA NA 137-156 ELSEVIER SCIENCE INC BUSINESS &amp; ECONOMICS; PUBLIC ADMINISTRATION NA NA 0 COMBINING THE SCENARIO TECHNIQUE WITH BIBLIOMETRICS FOR TECHNOLOGY FORESIGHT: THE CASE OF PERSONALIZED MEDICINE ARTICLE ISI000362134000011 28 28 98 BUSINESS; PLANNING &amp; DEVELOPMENT 2015 STELZER, B (REPRINT AUTHOR), UNIV ULM, INST TECHNOL &amp; PROC MANAGEMENT, HELMHOLTZSTR 22, D-89081 ULM, GERMANY ISI UNIV ULM;UNIV ULM;SCHIEBEL UNIV ULM NA STELZER B, 2015, TECHNOL FORECAST SOC CHANG STELZER B, 2015, TECHNOL FORECAST SOC CHANG
LI X;ZHOU Y;XUE L;HUANG L EMERGING INDUSTRY; TECHNOLOGY ROADMAP; BIBLIOMETRICS; DYE-SENSITIZED; SOLAR CELL; PV INDUSTRY FORECASTING EMERGING TECHNOLOGIES; DATABASE TOMOGRAPHY; DISCOVERY LRD;; ENERGY; SCIENCE; OPPORTUNITIES; INNOVATION; EMERGENCE; FRAMEWORK; SECTOR ZHOU, Y (REPRINT AUTHOR), TSINGHUA UNIV, SCH PUBL POLICY &amp; MANAGEMENT, BEIJING 100084, PEOPLES R CHINA.; LI, XIN; ZHOU, YUAN; XUE, LAN, TSINGHUA UNIV, SCH PUBL POLICY &amp; MANAGEMENT, BEIJING 100084, PEOPLES R CHINA.; HUANG, LUCHENG, BEIJING INST TECHNOL, SCH ECON &amp; MANAGEMENT, BEIJING 100081, PEOPLES R CHINA. 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E., 1980, COMPETITIVE STRATEGY; RIFKIN J., 2011, 3 IND REVOLUTION LAT; ROUTLEY M., 2011, TECHN MAN EN SMART W, P1; VAN RAAN A. F. J., 2005, HDB QUANTITATIVE SCI; XIAO H. W., 2011, PATENT MAPPING APPRO; ZHOU Y., 2012, INT J PROD DEV, V17, P296, DOI 10.1504/IJPD. 2012.052106; ZHOU Y, 2014, INT J TECHNOL MANAGE, V64, P180, DOI 10.1504/IJTM. 2014.059929; ZHOU Y., 2011, TECHN MAN EN SMART W, P470; ZHOU Y., 2013, INT J ENV SUSTAIN DE, V12, P3 EMERGING INDUSTRIES ARE ATTRACTING INCREASING ATTENTION AS THEY ENGAGE IN INNOVATION ACTIVITIES THAT TRANSGRESS THE BOUNDARIES OF SCIENCE AND TECHNOLOGY. POLICY MAKERS AND INDUSTRIAL COMMUNITIES USE ROADMAPPING METHODS TO PREDICT FUTURE INDUSTRIAL GROWTH, BUT THE EXISTING BIBLIOMETRIC/ WORKSHOP METHODS HAVE LIMITATIONS WHEN ANALYZING THE FULL- LIFECYCLE INDUSTRIAL EMERGENCE, INCLUDING THE TRANSITIONS BETWEEN SCIENCE, TECHNOLOGY, APPLICATION, AND THE MASS MARKET. THIS PAPER, THEREFORE, PROPOSES A FRAMEWORK THAT INTEGRATES BIBLIOMETRICS AND A TECHNOLOGY ROADMAPPING (TRM) WORKSHOP APPROACH TO STRATEGIZE AND PLAN THE FUTURE DEVELOPMENT OF THE NEW, TECHNOLOGY- BASED INDUSTRY. THE DYE- SENSITIZED SOLAR CELL TECHNOLOGY- BASED INDUSTRY IN CHINA IS SELECTED AS A CASE STUDY. IN THIS CASE, THE BIBLIOMETRICS METHOD IS APPLIED TO ANALYZE THE EXISTING POSITION OF SCIENCE AND TECHNOLOGY, AND TRM WORKSHOPS ARE USED TO STRATEGIZE THE FUTURE DEVELOPMENT FROM TECHNOLOGY TO APPLICATION AND MARKETING. KEY EVENTS AND IMPACT ON THE DEVELOPMENT OF THE NEW, TECHNOLOGY- BASED INDUSTRY HAVE BEEN IDENTIFIED. THIS PAPER WILL CONTRIBUTE TO THE ROADMAPPING AND FORESIGHT METHODOLOGY, AND WILL BE OF INTEREST TO SOLAR PHOTOVOLTAIC INDUSTRY RESEARCHERS. (C) 2014 ELSEVIER INC. ALL RIGHTS RESERVED. 360 PARK AVE SOUTH, NEW YORK, NY 10010-1710 USA NA ZHOU_YUAN@MAIL.TSINGHUA.EDU.CN NA CM7VU 10.1016/ j.techfore. 2014.05.007 1873-5509 NATIONAL SOCIAL SCIENCE FOUNDATION OF CHINA [11ZD140]; NATIONAL NATURAL SCIENCE FOUNDATION OF CHINA [71203117]; CHINESE ACADEMY OF ENGINEERING [2012- ZD-9]; ECEC- HVEN EUROPEAN FRAMEWORK 7 PROJECT [295130] THIS PAPER IS SUPPORTED BY THE NATIONAL SOCIAL SCIENCE FOUNDATION OF CHINA (11&amp;ZD140) AND NATIONAL NATURAL SCIENCE FOUNDATION OF CHINA (71203117), AND THE CONSULTING PROJECTS OF THE CHINESE ACADEMY OF ENGINEERING NURTURING AND DEVELOPMENT OF STRATEGIC EMERGING INDUSTRIES (2012-ZD-9). SPECIFICALLY, IT IS SUPPORTED BY THE EC- HVEN EUROPEAN FRAMEWORK 7 PROJECT (NO. 295130) THAT INVOLVES THE CENTRE OF TECHNOLOGY MANAGEMENT AT THE UNIVERSITY OF CAMBRIDGE, WHICH HAS SUCCESSFULLY ORGANIZED A SERIES OF ROADMAPPING WORKSHOPS IN EUROPE AND CHINA THAT INSPIRED THE AUTHORS. </td> <td style="text-align:left;"> 0040-1625 </td> <td style="text-align:left;"> TECHNOL. FORECAST. SOC. CHANG. </td> <td style="text-align:left;"> TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE </td> <td style="text-align:left;"> ENGLISH </td> <td style="text-align:left;"> AUG </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> 58 </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> 205-222 </td> <td style="text-align:left;"> ELSEVIER SCIENCE INC </td> <td style="text-align:left;"> BUSINESS \&amp; ECONOMICS; PUBLIC ADMINISTRATION </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> 1 </td> <td style="text-align:left;"> INTEGRATING BIBLIOMETRICS AND ROADMAPPING METHODS: A CASE OF DYE- SENSITIZED SOLAR CELL TECHNOLOGY- BASED INDUSTRY IN CHINA </td> <td style="text-align:left;"> ARTICLE </td> <td style="text-align:left;"> ISI000357905400018 </td> <td style="text-align:left;"> 25 </td> <td style="text-align:left;"> 30 </td> <td style="text-align:left;"> 97 </td> <td style="text-align:left;"> BUSINESS; PLANNING \&amp; DEVELOPMENT </td> <td style="text-align:left;"> 2015 </td> <td style="text-align:left;"> ZHOU, Y (REPRINT AUTHOR), TSINGHUA UNIV, SCH PUBL POLICY \&amp; MANAGEMENT, BEIJING 100084, PEOPLES R CHINA </td> <td style="text-align:left;"> ISI </td> <td style="text-align:left;"> TSINGHUA UNIV;TSINGHUA UNIV;SCH ECON AND MANAGEMENT </td> <td style="text-align:left;"> TSINGHUA UNIV </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> LI X, 2015, TECHNOL FORECAST SOC CHANG </td> <td style="text-align:left;"> LI X, 2015, TECHNOL FORECAST SOC CHANG </td> </tr> <tr> <td style="text-align:left;"> ZHANG P;YAN F;DU C </td> <td style="text-align:left;"> HYBRID ELECTRIC VEHICLES; ENERGY MANAGEMENT STRATEGY; BIBLIOMETRICS;; RULE-BASED ENERGY MANAGEMENT STRATEGY; OPTIMIZATION- BASED ENERGY; MANAGEMENT STRATEGY </td> <td style="text-align:left;"> PONTRYAGINS MINIMUM PRINCIPLE; CONSUMPTION MINIMIZATION STRATEGY;; MODEL- PREDICTIVE CONTROL; SUPERVISORY CONTROL STRATEGIES; OF- THE-ART;; POWER MANAGEMENT; FUZZY- LOGIC; TORQUE DISTRIBUTION; FUEL-ECONOMY;; PARAMETER OPTIMIZATION </td> <td style="text-align:left;"> YAN, FW (REPRINT AUTHOR), 205 LUOSHI RD, WUHAN 430070, PEOPLES R CHINA.; ZHANG, PEI; YAN, FUWU; DU, CHANGQING, WUHAN UNIV TECHNOL, SCH AUTOMOT ENGN, WUHAN 430070, PEOPLES R CHINA.; ZHANG, PEI; YAN, FUWU; DU, CHANGQING, HUBEI KEY LAB ADV TECHNOL AUTOMOT COMPONENTS, WUHAN 430070, PEOPLES R CHINA.; ZHANG, PEI; YAN, FUWU; DU, CHANGQING, HUBEI COLLABORAT INNOVAT CTR AUTOMOT COMPONENTS T, WUHAN 430070, PEOPLES R CHINA. </td> <td style="text-align:left;"> KESSELS JTBA, 2008, IEEE T VEH TECHNOL, V57, P3428, DOI 10.1109/TVT. 2008.919988; YU YB, 2009, IEEE INT VEH SYM, P770, DOI 10.1109/IVS. 2009.5164375; WANG D, 2007, C IND ELECT APPL, P35; ELBERT P, 2014, IEEE T VEH TECHNOL, V63, P3549, DOI 10.1109/TVT. 2014.2304137; SERRAO L, 2009, P AMER CONTR CONF, P3964, DOI 10.1109/ACC. 2009.5160628; PISU P, 2007, IEEE T CONTR SYST T, V15, P506, DOI 10.1109/TCST. 2007.894649; 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ZHAO SP, 2007, P 8 INT C EL MEAS IN, P318 </td> <td style="text-align:left;"> HYBRID ELECTRIC VEHICLES (HEVS) ARE ONE OF THE MOST VIABLE TECHNOLOGIES TO ACHIEVE THE GOALS OF ENERGY SAVING AND ENVIRONMENTAL PROTECTION BEFORE A BREAKTHROUGH IN BATTERY TECHNOLOGY AND FUEL CELL TECHNOLOGY. ENERGY MANAGEMENT STRATEGY AS A KEY TECHNOLOGY OF HEVS IS STUDIED EXTENSIVELY AND DEEPLY TO IMPROVE THE PERFORMANCE OF HEVS AND SPEED UP THE INDUSTRIALIZATION OF HEVS. THIS PAPER QUANTITATIVELY ANALYZES AND EVALUATES CURRENT RESEARCH STATUS OF ENERGY MANAGEMENT STRATEGIES FOR HEVS BASED ON BIBLIOMETRICS FOR THE FIRST TIME, THROUGH CONTENT ANALYSIS INVOLVING ANALYSIS OF AUTHOR KEYWORDS AND ABSTRACTS. THEN QUALITATIVE ANALYSIS IS PERFORMED FOR ALL KINDS OF ENERGY MANAGEMENT STRATEGIES THAT ARE USED IN HEVS IN DETAIL, ESSENTIAL CHARACTERISTICS INVOLVING PROS AND CONS, INTERCONNECTIONS AND IMPROVEMENT POTENTIAL AMONG VARIOUS ENERGY MANAGEMENT STRATEGIES ARE REVEALED FROM THE VIEW OF CONTROL THEORY. FINALLY, LATEST DEVELOPING TRENDS IN ENERGY MANAGEMENT STRATEGIES OF HEVS ARE PRESENTED TO IMPROVE THE PERFORMANCE OF HEVS BASED ON ABOVE QUANTITATIVE ANALYSIS AND QUALITATIVE ANALYSIS, COVERING DRIVING CYCLE RECOGNITION/ PREDICTION ALGORITHMS, INTEGRATED MULTI- OBJECTIVE, COORDINATED OPTIMIZATION ENERGY MANAGEMENT STRATEGIES, GOOD BALANCE BETWEEN COMPUTATION COMPLEXITY AND OPTIMIZATION PERFORMANCE OF ENERGY MANAGEMENT STRATEGIES, FAIR AND CREDIBLE EVALUATION SYSTEM OF ENERGY MANAGEMENT STRATEGIES. THIS PAPER NOT ONLY FIRST PROVIDES A COMPREHENSIVE ANALYSIS OF ENERGY MANAGEMENT STRATEGIES FOR HEVS, BUT ALSO PUTS FORWARD THE EMPHASIS AND ORIENTATION OF FUTURE STUDY, WHICH WILL BROADEN RELEVANT RESEARCHERS' VISION AND PROMOTE THE DEVELOPMENT OF A SIMPLE AND PRACTICAL ENERGY MANAGEMENT CONTROLLER WITH LOW COST AND HIGH PERFORMANCE FOR HEVS. (C) 2015 ELSEVIER LTD. ALL RIGHTS RESERVED. </td> <td style="text-align:left;"> THE BOULEVARD, LANGFORD LANE, KIDLINGTON, OXFORD OX5 1GB, ENGLAND </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> YANFW@WHUT.EDU.CN </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> CL0QB </td> <td style="text-align:left;"> 10.1016/j.rser. 2015.03.093 </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> NATIONAL NATURAL SCIENCE FOUNDATION OF CHINA [51275367]; NATIONAL KEY TECHNOLOGY RD PROGRAM [2013BAG09B00]; INNOVATIVE RESEARCH TEAM IN UNIVERSITY OF MINISTRY OF EDUCATION OF CHINA [IRT 13087] </td> <td style="text-align:left;"> THIS WORK WAS FUNDED BY THE NATIONAL NATURAL SCIENCE FOUNDATION OF CHINA UNDER PROJECT NUMBERS 51275367, NATIONAL KEY TECHNOLOGY R\&amp;D PROGRAM (2013BAG09B00), AND THE INNOVATIVE RESEARCH TEAM IN UNIVERSITY OF MINISTRY OF EDUCATION OF CHINA (IRT 13087). SPECIAL THANKS ARE DUE TO ANONYMOUS REVIEWERS FOR THEIR VALUABLE COMMENTS IN IMPROVING THIS MANUSCRIPT. </td> <td style="text-align:left;"> 1364-0321 </td> <td style="text-align:left;"> RENEW. SUST. ENERG. REV. </td> <td style="text-align:left;"> RENEWABLE \&amp; SUSTAINABLE ENERGY REVIEWS </td> <td style="text-align:left;"> ENGLISH </td> <td style="text-align:left;"> AUG </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> 174 </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> 88-104 </td> <td style="text-align:left;"> PERGAMON- ELSEVIER SCIENCE LTD </td> <td style="text-align:left;"> ENERGY \&amp; FUELS </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> 2 </td> <td style="text-align:left;"> A COMPREHENSIVE ANALYSIS OF ENERGY MANAGEMENT STRATEGIES FOR HYBRID ELECTRIC VEHICLES BASED ON BIBLIOMETRICS </td> <td style="text-align:left;"> REVIEW </td> <td style="text-align:left;"> ISI000356646200008 </td> <td style="text-align:left;"> 32 </td> <td style="text-align:left;"> 52 </td> <td style="text-align:left;"> 48 </td> <td style="text-align:left;"> ENERGY \&amp; FUELS </td> <td style="text-align:left;"> 2015 </td> <td style="text-align:left;"> YAN, FW (REPRINT AUTHOR), 205 LUOSHI RD, WUHAN 430070, PEOPLES R CHINA </td> <td style="text-align:left;"> ISI </td> <td style="text-align:left;"> WUHAN UNIV TECHNOL;HUBEI KEY LAB ADV TECHNOL AUTOMOT COMPONENTS;HUBEI COLLABORAT INNOVAT CTR AUTOMOT COMPONENTS T </td> <td style="text-align:left;"> NOTREPORTED </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> ZHANG P, 2015, RENEW SUST ENERG REV </td> <td style="text-align:left;"> ZHANG P, 2015, RENEW SUST ENERG REV </td> </tr> <tr> <td style="text-align:left;"> GEANEY F;SCUTARU C;KELLY C;GLYNN RW;PERRY IJ </td> <td style="text-align:left;"> NA </td> <td style="text-align:left;"> PUBLIC-HEALTH RESEARCH; INFECTIOUS- DISEASES; UNITED-KINGDOM; EUROPE;; TRENDS; IMPACT; OUTPUT; RISK </td> <td style="text-align:left;"> GEANEY, F (REPRINT AUTHOR), NATL UNIV IRELAND UNIV COLL CORK, DEPT EPIDEMIOL \&amp; PUBL HLTH, CORK, IRELAND.; GEANEY, FIONA; KELLY, CLARE; PERRY, IVAN J., NATL UNIV IRELAND UNIV COLL CORK, DEPT EPIDEMIOL \&amp; PUBL HLTH, CORK, IRELAND.; SCUTARU, CRISTIAN, FREE UNIV BERLIN, CHARITE UNIV MED BERLIN, BERLIN, GERMANY.; SCUTARU, CRISTIAN, HUMBOLDT UNIV, D-10099 BERLIN, GERMANY.; GLYNN, RONAN W., DR STEEVENS HOSP, HSE EASTERN REG, DEPT PUBL HLTH, DUBLIN 8, IRELAND. </td> <td style="text-align:left;"> SHAW JE, 2010, DIABETES RES CLIN PR, V87, P4, DOI 10.1016/ J.DIABRES. 2009.10.007; DURANDO P, 2007, EUR J PUBLIC HEALTH, V17, P19, DOI 10.1093/EURPUB/ CKM066; HEX N, 2012, DIABETIC MED, V29, P855, DOI 10.1111/J. 1464-5491.2012.03698.X; VERGIDIS PI, 2005, EUR J CLIN MICROBIOL, V24, P342, DOI 10.1007/ S10096-005-1306- X; CIMMINO MA, 2005, OTOLARYNG HEAD NECK, V132, P295, DOI 10.1016/ J.OTOHNS. 2004.09.026; VIOQUE J, 2010, OBES REV, V11, P603, DOI 10.1111/ J.1467-789X. 2009.00647.X; CLARKE A, 2007, EUR J PUBLIC HEALTH, V17, P43, DOI 10.1093/EURPUB/ CKM063; CHEN L, 2012, NAT REV ENDOCRINOL, V8, P228, DOI 10.1038/NRENDO. 2011.183; ZIMMET P, 2001, NATURE, V414, P782, DOI 10.1038/414782A; BRGER JULIA- ANNIK, 2008, J OCCUP MED TOXICOL, V3 SUPPL 1, PS7, DOI 10.1186/1745-6673-3- S1-S7; BEST JH, 2011, DIABETES CARE, V34, P90, DOI 10.2337/ DC10-1393; FALAGAS ME, 2008, FASEB J, V22, P338, DOI 10.1096/ FJ.07-9492LSF; MICHALOPOULOS A, 2005, CHEST, V128, P3993, DOI 10.1378/CHEST. 128.6.3993; MITRI J, 2011, EUR J CLIN NUTR, V65, P1005, DOI 10.1038/EJCN. 2011.118; YAU JWY, 2012, DIABETES CARE, V35, P556, DOI 10.2337/ DC11-1909; RAMOS JM, 2004, EUR J CLIN MICROBIOL, V23, P180, DOI 10.1007/ S10096-003-1074-4; SHARMA B, 2013, SURGERY, V153, P493, DOI 10.1016/J.SURG. 2012.09.006; GASTNER MT, 2004, P NATL ACAD SCI USA, V101, P7499, DOI 10.1073/PNAS. 0400280101; LEWISON G, 1998, GUT, V43, P288; GARFIELD E, 2006, JAMA- J AM MED ASSOC, V295, P90, DOI 10.1001/ JAMA.295.1.90; GLYNN RW, 2010, BREAST CANCER RES, V12, P108; GLYNN RW, 2012, LARYNGOSCOPE, V122, P1967, DOI 10.1002/ LARY.23401; GRONEBERG- KLOFT B, 2009, J INVEST ALLERG CLIN, V19, P266; GRONEBERG-KLOFT BEATRIX, 2008, HEALTH RES POLICY SYST, V6, P6, DOI 10.1186/1478-4505-6-6; HANNAFORD P, 2009, ANN FAM MED, V7, P277, DOI 10.1370/AFM. 1009; HARANDE Y, 2011, AFR DIABETES MED, V19, P8; HARANDE YI, 2014, J LIB INFORM SCI, V2, P49; KRISHNAMOORTHY G, 2009, ANN LIB INFORM STUDI, V56, P150; ZACCA- GONZALEZ G, 2014, BMC PUBLIC HEALTH, V14, DOI 10.1186/1471-2458-14-632; ZHANG Y, 2011, CHINESE J DRUG DEPEN, V1, P19 </td> <td style="text-align:left;"> THE OBJECTIVE OF THIS PAPER IS TO PROVIDE A DETAILED EVALUATION OF TYPE 2 DIABETES MELLITUS RESEARCH OUTPUT FROM 1951-2012, USING LARGE- SCALE DATA ANALYSIS, BIBLIOMETRIC INDICATORS AND DENSITY- EQUALIZING MAPPING. DATA WERE RETRIEVED FROM THE SCIENCE CITATION INDEX EXPANDED DATABASE, ONE OF THE SEVEN CURATED DATABASES WITHIN WEB OF SCIENCE. USING BOOLEAN OPERATORSOR’’ AND'' ANDNOT’’ A SEARCH STRATEGY WAS DEVELOPED TO ESTIMATE THE TOTAL NUMBER OF PUBLISHED ITEMS. ONLY STUDIES WITH AN ENGLISH ABSTRACT WERE ELIGIBLE. TYPE 1 DIABETES AND GESTATIONAL DIABETES ITEMS WERE EXCLUDED. SPECIFIC SOFTWARE DEVELOPED FOR THE DATABASE ANALYSED THE DATA. INFORMATION INCLUDING TITLES, AUTHORS’ AFFILIATIONS AND PUBLICATION YEARS WERE EXTRACTED FROM ALL FILES AND EXPORTED TO EXCEL. DENSITY- EQUALIZING MAPPING WAS CONDUCTED AS DESCRIBED BY GROENBERG-KLOFT ET AL, 2008. A TOTAL OF 24,783 ITEMS WERE PUBLISHED AND CITED 476,002 TIMES. THE GREATEST NUMBER OF OUTPUTS WERE PUBLISHED IN 2010 (N=2,139). THE UNITED STATES CONTRIBUTED 28.8% TO THE OVERALL OUTPUT, FOLLOWED BY THE UNITED KINGDOM (8.2%) AND JAPAN (7.7
%). BILATERAL COOPERATION WAS MOST COMMON BETWEEN THE UNITED STATES AND UNITED KINGDOM (N=237). HARVARD UNIVERSITY PRODUCED 2
% OF ALL PUBLICATIONS, FOLLOWED BY THE UNIVERSITY OF CALIFORNIA (1.1%). THE LEADING JOURNALS WERE DIABETES, DIABETOLOGIA AND DIABETES CARE AND THEY CONTRIBUTED 9.3%, 7.3
% AND 4.0
% OF THE RESEARCH YIELD, RESPECTIVELY. IN CONCLUSION, THE VOLUME OF RESEARCH IS RISING IN PARALLEL WITH THE INCREASING GLOBAL BURDEN OF DISEASE DUE TO TYPE 2 DIABETES MELLITUS. BIBLIOMETRICS ANALYSIS PROVIDES USEFUL INFORMATION TO SCIENTISTS AND FUNDING AGENCIES INVOLVED IN THE DEVELOPMENT AND IMPLEMENTATION OF RESEARCH STRATEGIES TO ADDRESS GLOBAL HEALTH ISSUES. 		1160 BATTERY STREET, STE 100, SAN FRANCISCO, CA 94111 USA E0133009 F.GEANEY@UCC.IE NA CN7NT 10.1371/ journal.pone. 0133009 NA HRB CENTRE FOR HEALTH &amp; DIET RESEARCH GRANT [HRC2007/13]; IRISH HEALTH RESEARCH BOARD; DEPARTMENT OF AGRICULTURE, FISHERIES AND FOOD THIS WORK WAS SUPPORTED BY THE HRB CENTRE FOR HEALTH &amp; DIET RESEARCH GRANT (HRC2007/13) WHICH IS FUNDED BY THE IRISH HEALTH RESEARCH BOARD AND BY THE DEPARTMENT OF AGRICULTURE, FISHERIES AND FOOD. THE FUNDERS HAD NO ROLE IN STUDY DESIGN, DATA COLLECTION AND ANALYSIS, DECISION TO PUBLISH, OR PREPARATION OF THE MANUSCRIPT. 1932-6203 PLOS ONE PLOS ONE ENGLISH JUL 24 NA 30 7 NA NA NA PUBLIC LIBRARY SCIENCE SCIENCE &amp; TECHNOLOGY - OTHER TOPICS NA NA 0 TYPE 2 DIABETES RESEARCH YIELD, 1951-2012: BIBLIOMETRICS ANALYSIS AND DENSITY- EQUALIZING MAPPING ARTICLE ISI000358622000054 16 16 10 MULTIDISCIPLINARY SCIENCES 2015 GEANEY, F (REPRINT AUTHOR), NATL UNIV IRELAND UNIV COLL CORK, DEPT EPIDEMIOL &amp; PUBL HLTH, CORK, IRELAND ISI NATL UNIV IRELAND UNIV COLL CORK;NATL UNIV IRELAND UNIV COLL CORK;FREE UNIV BERLIN;HUMBOLDT UNIV;DR STEEVENS HOSP NATL UNIV IRELAND UNIV COLL CORK NA GEANEY F, 2015, PLOS ONE GEANEY F, 2015, PLOS ONE
THOMPSON DF;WALKER CK BIBLIOMETRICS; HISTORY; LAWS; APPLICATION; PHARMACY; MEDICINE;; PUBLICATIONS PRACTICE FACULTY MEMBERS; CITATION ANALYSIS; GOOGLE SCHOLAR;; PUBLICATIONS; ARTICLES; INDEX; PERSPECTIVE; WEBOMETRICS; INDICATOR;; COLLEGES THOMPSON, DF (REPRINT AUTHOR), SOUTHWESTERN OKLAHOMA STATE UNIV, COLL PHARM, 100 CAMPUS DR, WEATHERFORD, OK 73096 USA.; THOMPSON, DENNIS F., SOUTHWESTERN OKLAHOMA STATE UNIV, COLL PHARM, WEATHERFORD, OK 73096 USA.; WALKER, CHERI K., SOUTHWESTERN OKLAHOMA STATE UNIV, COLL PHARM, DEPT PHARM PRACTICE, WEATHERFORD, OK 73096 USA. 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Y., 1926, J WASHINGTON ACAD SC, V16, P317; MACROBERTS MH, 1989, J AM SOC INFORM SCI, V40, P342, DOI 10.1002/ (SICI)1097-4571(198909)40:5<342::AID- ASI7>3.0.CO; 2-U; NALIMOV V. V., 1969, SCIENTOMETRICS; PRIEM J, 2012, PLOS ONE, V7, DOI 10.1371/ JOURNAL.PONE. 0048753; PRITCHAR.A, 1969, J DOC, V25, P348; SAAD E D, 2010, ANN ONCOL, V21, P627, DOI 10.1093/ANNONC/ MDP350; SEN BK, 2004, ANN LIBR INFO STUD, V51, P116; SMITH DR, 2008, CONTACT DERMATITIS, V59, P133, DOI 10.1111/J. 1600-0536.2008.01405.X; SMITH DR, 2009, ARCH ENVIRON OCCUP H, V64, P43, DOI 10.1080/19338240903293004; SOLER JM, 2007, J INFORMETR, V1, P123, DOI 10.1016/J.JOI. 2006.10.004; THOMPSON DF, 2012, AM J PHARM EDUC, V76, DOI 10.5688/ AJPE769173; THOMPSON DF, 2008, AM J PHARM EDUC, V73, P111; THOMPSON DF, 2010, AM J PHARM EDUC, V74, P96; WOOD WW, 2001, SCIENTOMETRICS, V52, P291 THE DISCIPLINE OF BIBLIOMETRICS INVOLVES THE APPLICATION OF MATHEMATICAL AND STATISTICAL METHODS TO SCHOLARLY PUBLICATIONS. THE FIRST ATTEMPTS AT SYSTEMATIC DATA COLLECTION WERE PROVIDED BY ALFRED LOTKA AND SAMUEL BRADFORD, WHO SUBSEQUENTLY ESTABLISHED THE FOUNDATIONAL LAWS OF BIBLIOMETRICS. EUGENE GARFIELD USHERED IN THE MODERN ERA OF BIBLIOMETRICS WITH THE ROUTINE USE OF CITATION ANALYSIS AND SYSTEMATIZED PROCESSING. KEY ELEMENTS OF BIBLIOMETRIC ANALYSIS INCLUDE DATABASE COVERAGE, CONSISTENCY AND ACCURACY OF THE DATA, DATA FIELDS, SEARCH OPTIONS, AND ANALYSIS AND USE OF METRICS. A NUMBER OF BIBLIOMETRIC APPLICATIONS ARE CURRENTLY BEING USED IN MEDICAL SCIENCE AND HEALTH CARE. BIBLIOMETRIC PARAMETERS AND INDEXES MAY BE INCREASINGLY USED BY GRANT FUNDING SOURCES AS MEASURES OF RESEARCH SUCCESS. UNIVERSITIES MAY BUILD BENCHMARKING STANDARDS FROM BIBLIOMETRIC DATA TO DETERMINE ACADEMIC ACHIEVEMENT THROUGH PROMOTION AND TENURE GUIDELINES IN THE FUTURE. THIS ARTICLE REVIEWS THE HISTORY, DEFINITION, LAWS, AND ELEMENTS OF BIBLIOMETRIC PRINCIPLES AND PROVIDES EXAMPLES OF BIBLIOMETRIC APPLICATIONS TO THE BROADER HEALTH CARE COMMUNITY. TO ACCOMPLISH THIS, THE MEDLINE (1966-2014) AND WEB OF SCIENCE (1945-2014) DATABASES WERE SEARCHED TO IDENTIFY RELEVANT ARTICLES; SELECT ARTICLES WERE ALSO CROSS- REFERENCED. ARTICLES SELECTED WERE THOSE THAT PROVIDED BACKGROUND, HISTORY, DESCRIPTIVE ANALYSIS, AND APPLICATION OF BIBLIOMETRIC PRINCIPLES AND METRICS TO MEDICAL SCIENCE AND HEALTH CARE. NO ATTEMPT WAS MADE TO COVER ALL AREAS EXHAUSTIVELY; RATHER, KEY ARTICLES WERE CHOSEN THAT ILLUSTRATE BIBLIOMETRIC CONCEPTS AND ENHANCE THE READER’S KNOWLEDGE. IT IS IMPORTANT THAT FACULTY AND RESEARCHERS UNDERSTAND THE LIMITATIONS AND APPROPRIATE USES OF BIBLIOMETRIC DATA. BIBLIOMETRICS HAS CONSIDERABLE POTENTIAL AS A RESEARCH AREA FOR HEALTH CARE SCIENTISTS AND PRACTITIONERS THAT CAN BE USED TO DISCOVER NEW INFORMATION ABOUT ACADEMIC TRENDS, PHARMACOTHERAPY, DISEASE, AND BROADER HEALTH SCIENCES TRENDS. 111 RIVER ST, HOBOKEN 07030-5774, NJ USA NA DENNIS.THOMPSON@SWOSU.EDU NA CL0DZ 10.1002/phar. 1586 1875-9114 NA NA 0277-0008 PHARMACOTHERAPY PHARMACOTHERAPY ENGLISH JUN NA 48 6 THOMPSON, DENNIS/ 0000-0003-1938-6436 NA 551-559 WILEY-BLACKWELL PHARMACOLOGY &amp; PHARMACY THOMPSON, DENNIS/ B-1939-2009 NA 0 A DESCRIPTIVE AND HISTORICAL REVIEW OF BIBLIOMETRICS WITH APPLICATIONS TO MEDICAL SCIENCES ARTICLE ISI000356610700005 26 35 35 PHARMACOLOGY &amp; PHARMACY 2015 THOMPSON, DF (REPRINT AUTHOR), SOUTHWESTERN OKLAHOMA STATE UNIV, COLL PHARM, 100 CAMPUS DR, WEATHERFORD, OK 73096 USA ISI SOUTHWESTERN OKLAHOMA STATE UNIV;SOUTHWESTERN OKLAHOMA STATE UNIV;SOUTHWESTERN OKLAHOMA STATE UNIV SOUTHWESTERN OKLAHOMA STATE UNIV NA THOMPSON DF, 2015, PHARMACOTHERAPY THOMPSON DF, 2015, PHARMACOTHERAPY
RIVIERA E CITATION ANALYSIS SCIENTIFIC LITERATURES; SPECIALTIES; BEHAVIOR RIVIERA, E (REPRINT AUTHOR), UMEA UNIV, DEPT SOCIOL, INFORSK, SE-90187 UMEA, SWEDEN.; UMEA UNIV, DEPT SOCIOL, INFORSK, SE-90187 UMEA, SWEDEN. SMALL H, 2004, SCIENTOMETRICS, V60, P71, DOI 10.1023/B:SCIE. 0000027310.68393.BC; LEYDESDORFF L, 1998, SCIENTOMETRICS, V43, P5, DOI 10.1007/ BF02458391; GILBERT GN, 1977, SOC STUD SCI, V7, P113; CHUBIN DE, 1976, SOCIOL QUART, V17, P448, DOI 10.1111/J. 1533-8525.1976.TB01715.X; MCCAIN KW, 1990, J AM SOC INFORM SCI, V41, P433, DOI 10.1002/ (SICI)1097-4571(199009)41:6<433::AID- ASI11>3.0.CO; 2-Q; SMALL H, 1974, SCI STUD, V4, P17, DOI 10.1177/030631277400400102; SMALL HG, 1978, SOC STUD SCI, V8, P327, DOI 10.1177/030631277800800305; LEYDESDORFF L, 1990, SCI TECHNOL HUM VAL, V15, P305, DOI 10.1177/016224399001500303; GRIFFITH BC, 1974, SCI STUD, V4, P339, DOI 10.1177/030631277400400402; ZHAO DZ, 2006, INFORM PROCESS MANAG, V42, P1578, DOI 10.1016/J.IPM. 2006.03.022; RIVIERA E, 2013, J AM SOC INF SCI TEC, V64, P1442, DOI 10.1002/ASI. 22826; BORNMANN L, 2008, J DOC, V64, P45, DOI 10.1108/00220410810844150; SMITH LC, 1981, LIBR TRENDS, V30, P83; BURAWOY M, 2005, AM SOCIOL REV, V70, P4; PERSSON O, 2001, SCIENTOMETRICS, V50, P339, DOI 10.1023/A: 1010534009428; BALDI S, 1998, AM SOCIOL REV, V63, P829, DOI 10.2307/2657504; BLONDEL VD, 2008, J STAT MECH- THEORY E, DOI 10.1088/1742-5468/2008/10/ P10008; BOUDON R, 2002, EUR SOCIOL REV, V18, P371, DOI 10.1093/ ESR/18.3.371; BRYMAN A, 1984, BRIT J SOCIOL, V35, P75, DOI 10.2307/590553; COZZENS S. E., 1981, NEWSLETTER INT SOC S, V7, P16; FRESCHI C., 2010, SOCIOLOGICA, V3, P1; FRESCHI C., 2010, ITALY TROUBLED DIVID; FRIEDRICHS RW, 1970, SOCIOLOGY SOCIOLOGY; GOLDTHORPE JH, 2000, SOCIOLOGY; HOPE ACA, 1968, J ROY STAT SOC B, V30, P582; JONES K. S., 1972, JOURNAL OF DOCUMENTATION, V28, DOI 10.1108/ EB026526; KAPLAN N, 1965, AM DOC, V16, P179, DOI 10.1002/ASI. 5090160305; KUHN T. S., 1970, STRUCTURE SCI REVOLU; LATOUR B., 1987, SCI ACTION FOLLOW SC; LEYDESDORFF L., 2001, SOCIOLOGICAL THEORY; LEYDESDORFF L., 1995, CHALLENGE SCIENTOMET; LEYDESDORFF L, 1987, SCIENTOMETRICS, V12, P305, DOI 10.1007/ BF02016669; LEYDESDORFF LOET, 2007, EUR J SOC THEORY, V10, P375, DOI 10.1177/1368431007080701; MAGATTI M, 2007, SOCIOLOGICA, V2, DOI 10.2383/24763, DOI 10.2383/24763; MERTON R., 1979, CITATION INDEXING IT, PVII; MERTON R. K., 1973, SOCIOLOGY SCI THEORE; MERTON ROBERT K., 1949, SOCIAL THEORY SOCIAL; MOED H. F., 2005, CITATION ANAL RES EV; MORA E., 2007, SOCIOLOGICA, V1, P1; NEDERHOF A. J., 1988, HDB QUANTITATIVE STU, P193; NEDERHOF AJ, 1987, SCIENTOMETRICS, V11, P333, DOI 10.1007/ BF02279353; PERSSON O. D., 2009, CELEBRATING SCHOLARL, P9; PETERS HPF, 1995, J AM SOC INFORM SCI, V46, P9, DOI 10.1002/ (SICI)1097-4571(199501)46:1<9::AID- ASI2>3.0.CO; 2-3; PORTER AL, 1977, SOC STUD SCI, V7, P257, DOI 10.1177/030631277700700207; RIVIERA E., 2013, THESIS U STUDI MILAN; SALTON G., 1983, INTRO MODERN INFORM; SANTORO M., 2011, RASSEGNA ITALIANA SO, V52, P253; SANTORO M., 2007, SOCIOLOGICA, V1, P1; STEHR N., 1974, SOCIAL SCI INFORM, V13, P19; VAN ECK N., 2007, ADV DAT AN P 30 ANN; WHITLEY R, 1976, SOC STUD SCI, V6, P471, DOI 10.1177/030631277600600309 IN SCIENTOMETRICS, CITER BEHAVIOR IS TRADITIONALLY INVESTIGATED USING ONE OF TWO MAIN APPROACHES. ACCORDING TO THE NORMATIVE POINT OF VIEW, THE BEHAVIOR OF SCIENTISTS IS REGULATED BY NORMS THAT MAKE THE DETECTION OF CITATION PATTERNS USEFUL FOR THE INTERPRETATION OF BIBLIOMETRIC MEASURES. ACCORDING TO THE CONSTRUCTIVIST PERSPECTIVE, CITER BEHAVIOR IS INFLUENCED BY OTHER FACTORS LINKED TO THE SOCIAL AND/OR PSYCHOLOGICAL SPHERE THAT DO NOT ALLOW ANY STATISTICAL INFERENCES THAT ARE USEFUL FOR THE PURPOSES OF INTERPRETATION. AN INTERMEDIATE POSITION SUPPORTS NORMATIVE THEORIES IN DESCRIBING CITER BEHAVIOR WITH RESPECT TO HIGH CITATION FREQUENCIES AND CONSTRUCTIVIST THEORIES WITH RESPECT TO LOW CITATION COUNTS. IN THIS PAPER, THIS IDEA WAS TESTED IN A CASE STUDY OF THE ITALIAN SOCIOLOGY COMMUNITY. ITALIAN SOCIOLOGY IS CHARACTERIZED BY AN UNUSUAL ORGANIZATION INTO THREE POLITICAL OR IDEOLOGICAL CAMPS, AND BELONGING TO ONE CAMP CAN BE CONSIDERED A POTENTIALLY STRONG CONSTRUCTIVIST REASON TO CITE. AN ALL-AUTHOR CO-CITATION ANALYSIS WAS PERFORMED TO MAP THE STRUCTURE OF THE ITALIAN SOCIOLOGY COMMUNITY AND LOOK FOR EVIDENCE OF THREE CAMPS. WE DID NOT EXPECT TO FIND EVIDENCE OF THIS CONFIGURATION IN THE CO- CITATION MAP. THE MAP, IN FACT, INCLUDED AUTHORS WHO OBTAINED HIGH CITATION COUNTS THAT ARE SUPPOSEDLY PRODUCED BY A NORMATIVE- ORIENTED BEHAVIOR. THE RESULTS CONFIRMED THIS HYPOTHESIS AND SHOWED THAT THE CLUSTERS SEEMED TO BE DIVIDED ACCORDING TO TOPIC AND NOT BY CAMP. RELEVANT SCIENTIFIC WORKS WERE CITED BY THE MEMBERS OF THE ENTIRE COMMUNITY REGARDLESS OF THEIR MEMBERSHIP IN ANY PARTICULAR CAMP. 111 RIVER ST, HOBOKEN 07030-5774, NJ USA NA E.RIVIERA@CAMPUS.UNIMIB.IT NA CI1BY 10.1002/asi. 23248 2330-1643 NA NA 2330-1635 JOURNAL OF THE ASSOCIATION FOR INFORMATION SCIENCE AND TECHNOLOGY JOURNAL OF THE ASSOCIATION FOR INFORMATION SCIENCE AND TECHNOLOGY ENGLISH JUN NA 51 6 NA NA 1178-1188 WILEY-BLACKWELL COMPUTER SCIENCE; INFORMATION SCIENCE &amp; LIBRARY SCIENCE NA NA 0 TESTING THE STRENGTH OF THE NORMATIVE APPROACH IN CITATION THEORY THROUGH RELATIONAL BIBLIOMETRICS: THE CASE OF ITALIAN SOCIOLOGY ARTICLE ISI000354476600007 17 35 66 COMPUTER SCIENCE, INFORMATION SYSTEMS; INFORMATION SCIENCE &amp; LIBRARY SCIENCE 2015 RIVIERA, E (REPRINT AUTHOR), UMEA UNIV, DEPT SOCIOL, INFORSK, SE-90187 UMEA, SWEDEN ISI UMEA UNIV;UMEA UNIV UMEA UNIV NA RIVIERA E, 2015, JOURNAL OF THE ASSOCIATION FOR INFORMATION SCIENCE AND TECHNOLOGY RIVIERA E, 2015, JOURNAL OF THE ASSOCIATION FOR INFORMATION SCIENCE AND TECHNOLOGY
TEJEDA-LORENTE A;PORCEL C;BERNABE- MORENO E RECOMMENDER SYSTEMS; ITEM QUALITY; FUZZY LINGUISTIC MODELING; DIGITAL; LIBRARY QUALITY; INFORMATION; WORDS; MODEL; WEB; REPRESENTATION; RETRANSLATION;; TECHNOLOGY; LIBRARIES; JOURNALS PORCEL, C (REPRINT AUTHOR), UNIV JAEN, DEPT COMP SCI, JAEN, SPAIN.; TEJEDA- LORENTE, A.; BERNABE-MORENO, J.; HERRERA- VIEDMA, E., UNIV GRANADA, DEPT COMP SCI &amp; ARTIFICIAL INTELLIGENCE, GRANADA, SPAIN.; PORCEL, C., UNIV JAEN, DEPT COMP SCI, JAEN, SPAIN. 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TENTH CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE; BEDI P., 2013, IEEE INT COMPUT, P1; BURKE R., 2007, LNCS, P377, DOI 10.1007/978-3-540-72079-9_12, DOI 10.1109/ WAINA.2009.127; CHEN PY, 2007, DOES COLLABORATIVE F; CLAYPOOL M., 1999, PROCEEDINGS OF THE A; CZARL A., 2007, P 8 INT C INF EC BUC, P497; GE M., 2010, P 4 ACM C REC SYST, P257, DOI DOI 10.1145/1864708.1864761; GOOD N., 1999, PROCEEDINGS SIXTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAI-99). ELEVENTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE (IAAI-99); HERRERA F, 2000, IEEE T FUZZY SYST, V8, P746, DOI 10.1109/91.890332; HSU M., 2008, EXPERT SYSTEMS APPL, V34, P377; HUSSEIN ASMAA S., 2012, 2012 IEEE EMBS CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES (IECBES 2012), DOI 10.1109/ IECBES. 2012.6498117; MARTIN O, 2006, INT J GEN SYST, V35, P655, DOI 10.1080/03081070600861123; KORFHAGE R., 1997, INFORMATION STORAGE; MAIO C. D., 2012, APPL SOFT COMPUT, V12, P113; MEGHABGHAB G, 2008, STUD COMPUT INTELL, V99, P1, DOI 10.1007/978-3-540-77469-3; MENDEL J. M., 2002, INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE, V12; MORO-MARTIN A, 2012, NATURE, V482, P277, DOI 10.1038/482277A; POPESCUL ALEXANDRIN, 2001, P 17 C UNC ART INT U, P437; BURKE R, 2002, USER MODEL USER- ADAP, V12, P331, DOI 10.1023/A: 1021240730564; SCHENKEL R., 2008, DATA ENG B, V31, P40; WILLIAMS CJ, 2013, J AM SOC INF SCI TEC, V64, P1768, DOI 10.1002/ASI. 22874; ZHUANG ZM, 2007, PROCEEDINGS OF THE 7TH ACM/IEE JOINT CONFERENCE ON DIGITAL LIBRARIES, P225, DOI 10.1145/1255175.1255220 RECOMMENDER SYSTEMS (RSS) EXPLOIT PAST BEHAVIORS AND USER SIMILARITIES TO PROVIDE PERSONALIZED RECOMMENDATIONS. THERE ARE SOME PRECEDENTS OF USAGE IN ACADEMIC ENVIRONMENTS TO ASSIST USERS FINDING RELEVANT INFORMATION, BASED ON ASSUMPTIONS ABOUT THE CHARACTERISTICS OF THE ITEMS AND USERS. EVEN IF QUALITY HAS ALREADY BEEN TAKEN INTO ACCOUNT AS A PROPERTY OF ITEMS IN PREVIOUS WORKS, IT HAS NEVER BEEN GIVEN A KEY ROLE IN THE RE-RANKING PROCESS FOR BOTH ITEMS AND USERS. IN THIS PAPER, WE PRESENT REFORE, A QUALITY- BASED FUZZY LINGUISTIC RECOMMENDER SYSTEM FOR RESEARCHERS. WE PROPOSE THE USE OF SOME BIBLIOMETRIC MEASURES AS THE WAY TO QUANTIFY THE QUALITY OF BOTH ITEMS AND USERS WITHOUT THE INTERACTION OF EXPERTS AS WELL AS THE USE OF 2-TUPLE LINGUISTIC APPROACH TO DESCRIBE THE LINGUISTIC INFORMATION. THE SYSTEM TAKES INTO ACCOUNT THE MEASURED QUALITY AS THE MAIN FACTOR FOR THE RE-RANKING OF THE TOP-N RECOMMENDATIONS LIST IN ORDER TO POINT OUT RESEARCHERS TO THE LATEST AND THE BEST PAPERS IN THEIR RESEARCH FILEDS. TO PROVE THE ACCURACY IMPROVEMENT, WE CONDUCT A STUDY INVOLVING DIFFERENT RECOMMENDATION APPROACHES, AIMING AT MEASURING THEIR PERFORMANCE GAIN. THE RESULTS OBTAINED PROVED TO BE SATISFACTORY FOR THE RESEARCHERS FROM DIFFERENT DEPARTMENTS WHO TOOK PART ON THE TESTS. (C) 2015 ELSEVIER B.V. ALL RIGHTS RESERVED. PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS NA ATEJEDA@DECSAI.UGR.ES CPORCEL@UJAEN.ES JUAN.BERNABE- MORENO@WEBENTITY.DE VIEDMA@DECSAI.UGR.ES NA CD7TQ 10.1016/j.asoc. 2015.02.024 1872-9681 FEDER [TIN2010-17876, TIN2013-40658- P]; ANDALUSIAN EXCELLENCE PROJECTS [TIC-05299, TIC-5991] THIS PAPER HAS BEEN DEVELOPED WITH THE FINANCING OF FEDER FUNDS IN FUZZYLING- II PROJECT, TIN2010-17876, TIN2013-40658-P AND ANDALUSIAN EXCELLENCE PROJECTS TIC-05299 AND TIC-5991. 1568-4946 APPL. SOFT. COMPUT. APPLIED SOFT COMPUTING ENGLISH MAY NA 58 NA TAN, SHYH-MEE/ 0000-0001-5413-597X PORCEL, CARLOS/ 0000-0002-0219-2937 NA 778-791 ELSEVIER SCIENCE BV COMPUTER SCIENCE TAN, SHYH-MEE/ B-6458-2012 PORCEL, CARLOS/ F-5965-2016 NA 1 REFORE: A RECOMMENDER SYSTEM FOR RESEARCHERS BASED ON BIBLIOMETRICS ARTICLE ISI000351296200067 20 52 30 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE; COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS 2015 PORCEL, C (REPRINT AUTHOR), UNIV JAEN, DEPT COMP SCI, JAEN, SPAIN ISI UNIV JAEN;UNIV GRANADA;UNIV JAEN UNIV JAEN NA TEJEDA-LORENTE A, 2015, APPL SOFT COMPUT TEJEDA-LORENTE A, 2015, APPL SOFT COMPUT
BORNMANN L;MARX W F1000; BIBLIOMETRICS; CITING-SIDE INDICATOR; CITED-SIDE INDICATOR;; NORMALIZED CITATION IMPACT RANK APPROACH; ADJUSTED PREDICTIONS; INDICATOR; SCIENCE; P100; OUTPUT;; F1000 BORNMANN, L (REPRINT AUTHOR), MAX PLANCK GESELL, ADM HEADQUARTERS, DIV SCI &amp; INNOVAT STUDIES, HOFGARTENSTR 8, D-80539 MUNICH, GERMANY.; BORNMANN, LUTZ, MAX PLANCK GESELL, ADM HEADQUARTERS, DIV SCI &amp; INNOVAT STUDIES, D-80539 MUNICH, GERMANY.; MARX, WERNER, MAX PLANCK INST SOLID STATE RES, D-70569 STUTTGART, GERMANY. BORNMANN L, 2013, J INFORMETR, V7, P562, DOI 10.1016/J.JOI. 2013.02.005; ZITT M, 2008, J AM SOC INF SCI TEC, V59, P1856, DOI 10.1002/ASI. 20880; BORNMANN L, 2014, J ASSOC INF SCI TECH, V65, P1288, DOI 10.1002/ASI. 23100; BORNMANN L, 2013, J INFORMETR, V7, P158, DOI 10.1016/J.JOI. 2012.10.001; SEGLEN PO, 1992, J AM SOC INFORM SCI, V43, P628, DOI 10.1002/ (SICI)1097-4571(199210)43:9<628::AID- ASI5>3.0.CO; 2-0; SCHUBERT A, 1986, SCIENTOMETRICS, V9, P281, DOI 10.1007/ BF02017249; HIRSCH JE, 2005, P NATL ACAD SCI USA, V102, P16569, DOI 10.1073/PNAS. 0507655102; BORNMANN L, 2013, J INFORMETR, V7, P933, DOI 10.1016/J.JOI. 2013.09.003; LEYDESDORFF L, 2013, J AM SOC INF SCI TEC, V64, P2299, DOI 10.1002/ ASI.22911; WALTMAN L, 2014, J ASSOC INF SCI TECH, V65, P433, DOI 10.1002/ASI. 23040; WILLIAMS R, 2012, STATA J, V12, P308; WALTMAN L, 2011, J INFORMETR, V5, P37, DOI 10.1016/J.JOI. 2010.08.001; ADAMS J, 2008, SCIENTOMETRICS, V75, P81, DOI 10.1007/ S11192-007-1832-7; MARX W, 2015, SCIENTOMETRICS, V102, P1823, DOI 10.1007/ S11192-014-1499-9; WALTMAN L, 2012, J AM SOC INF SCI TEC, V63, P2419, DOI 10.1002/ASI. 22708; BORNMANN L, 2012, J INFORMETR, V6, P333, DOI 10.1016/J.JOI. 2011.11.006; BORNMANN L, 2014, J ASSOC INF SCI TECH, V65, P1939, DOI 10.1002/ ASI.23152; ZITT M, 2005, SCIENTOMETRICS, V63, P373, DOI 10.1007/ S11192-005-0218- Y; WALTMAN L, 2013, SCIENTOMETRICS, V96, P699, DOI 10.1007/ S11192-012-0913-4; SCHREIBER M, 2014, J INFORMETR, V8, P738, DOI 10.1016/J.JOI. 2014.06.007; BORNMANN L., 2008, ETHICS SCI ENV POLIT, V8, P93, DOI DOI 10.3354/ ESEP00084; BORNMANN L, 2011, ANNU REV INFORM SCI, V45, P199; BORNMANN L., 2015, J ASS INFOR IN PRESS; BORNMANN L, 2013, J INFORMETR, V7, P286, DOI 10.1016/J.JOI. 2012.12.003; COHEN J., 1988, STAT POWER ANAL BEHA; COLLEDGE LISA, 2014, SNOWBALL METRICS REC; COUNCIL OF CANADIAN ACADEMIES, 2012, INF RES CHOIC IND JU; EGGHE L, 2005, LIBR INFORM SCI SER, P1; F1000, 2012, WHAT IS F1000; GARFIELD E., 1979, CITATION INDEXING IT; HAZEN A., 1914, T AM SOC CIVIL ENG, V77, P1539; HOSMER D. W., 2000, APPL LOGISTICS REGRE; KREIMAN G., 2011, FRONTIERS COMPUTATIO, V5; LEYDESDORFF L, 2011, J AM SOC INF SCI TEC, V62, P217, DOI 10.1002/ ASI.21450; ORGANISATION FOR ECONOMIC CO- OPERATION AND DEVELOPMENT, 2007, REV FIELD SCI TECHN; RUIZ-CASTILLO J., 2014, FIELD NORMALIZED CIT; SCHREIBER M, 2014, J INFORMETR, V8, P997, DOI 10.1016/J.JOI. 2014.10.001; SCIMAGO RESEARCH GROUP, 2013, SIR WORLD REP 2013; SHESKIN D. J., 2007, HDB PARAMETRIC NONPA; STATA CORP, 2013, STAT STAT SOFTW REL; WALTMAN L., 2013, P ISSI 2013 14 INT S; WETS K, 2003, LEARN PUBL, V16, P249, DOI 10.1087/095315103322421982; WILLIAMS R., 2014, MEASURING SCHOLARLY, P259; WOUTERS P., 2012, USERS NARCISSISM CON EVALUATIVE BIBLIOMETRICS COMPARE THE CITATION IMPACT OF RESEARCHERS, RESEARCH GROUPS AND INSTITUTIONS WITH EACH OTHER ACROSS TIME SCALES AND DISCIPLINES. BOTH FACTORS, DISCIPLINE AND PERIOD - HAVE AN INFLUENCE ON THE CITATION COUNT WHICH IS INDEPENDENT OF THE QUALITY OF THE PUBLICATION. NORMALIZING THE CITATION IMPACT OF PAPERS FOR THESE TWO FACTORS STARTED IN THE MID-1980S. SINCE THEN, A RANGE OF DIFFERENT METHODS HAVE BEEN PRESENTED FOR PRODUCING NORMALIZED CITATION IMPACT SCORES. THE CURRENT STUDY USES A DATA SET OF OVER 50,000 RECORDS TO TEST WHICH OF THE METHODS SO FAR PRESENTED CORRELATE BETTER WITH THE ASSESSMENT OF PAPERS BY PEERS. THE PEER ASSESSMENTS COME FROM F1000PRIME - A POST- PUBLICATION PEER REVIEW SYSTEM OF THE BIOMEDICAL LITERATURE. OF THE NORMALIZED INDICATORS, THE CURRENT STUDY INVOLVES NOT ONLY CITED-SIDE INDICATORS, SUCH AS THE MEAN NORMALIZED CITATION SCORE, BUT ALSO CITING-SIDE INDICATORS. AS THE RESULTS SHOW, THE CORRELATIONS OF THE INDICATORS WITH THE PEER ASSESSMENTS ALL TURN OUT TO BE VERY SIMILAR. SINCE F1000 FOCUSES ON BIOMEDICINE, IT IS IMPORTANT THAT THE RESULTS OF THIS STUDY ARE VALIDATED BY OTHER STUDIES BASED ON DATASETS FROM OTHER DISCIPLINES OR (IDEALLY) BASED ON MULTI- DISCIPLINARY DATASETS. (C) 2015 ELSEVIER LTD. ALL RIGHTS RESERVED. PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS NA BORNMANN@GV.MPG.DE W.MARX@FKF.MPG.DE NA CE2JA 10.1016/j.joi. 2015.01.006 1875-5879 NA NA 1751-1577 J. INFORMETR. JOURNAL OF INFORMETRICS ENGLISH APR NA 44 2 BORNMANN, LUTZ/ 0000-0003-0810-7091 NA 408-418 ELSEVIER SCIENCE BV COMPUTER SCIENCE; INFORMATION SCIENCE &amp; LIBRARY SCIENCE BORNMANN, LUTZ/ A-3926-2008 NA 5 METHODS FOR THE GENERATION OF NORMALIZED CITATION IMPACT SCORES IN BIBLIOMETRICS: WHICH METHOD BEST REFLECTS THE JUDGEMENTS OF EXPERTS? ARTICLE ISI000351640700013 16 44 9 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS; INFORMATION SCIENCE &amp; LIBRARY SCIENCE 2015 BORNMANN, L (REPRINT AUTHOR), MAX PLANCK GESELL, ADM HEADQUARTERS, DIV SCI &amp; INNOVAT STUDIES, HOFGARTENSTR 8, D-80539 MUNICH, GERMANY ISI DIV SCI AND INNOVAT STUDIES;DIV SCI AND INNOVAT STUDIES;MAX PLANCK INST SOLID STATE RES DIV SCI AND INNOVAT STUDIES NA BORNMANN L, 2015, J INFORMETR BORNMANN L, 2015, J INFORMETR
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