PSYCHIATRY 1975to2021

Upload data from WoS and Scopus databases.

library(bibliometrix)
## To cite bibliometrix in publications, please use:
## 
## Aria, M. & Cuccurullo, C. (2017) bibliometrix: An R-tool for comprehensive science mapping analysis, 
##                                  Journal of Informetrics, 11(4), pp 959-975, Elsevier.
##                         
## 
## https://www.bibliometrix.org
## 
##                         
## For information and bug reports:
##                         - Send an email to info@bibliometrix.org   
##                         - Write a post on https://github.com/massimoaria/bibliometrix/issues
##                         
## Help us to keep Bibliometrix free to download and use by contributing with a small donation to support our research team (https://bibliometrix.org/donate.html)
## 
##                         
## To start with the shiny web-interface, please digit:
## biblioshiny()
library(xlsx)

wos_data1985to2020 <- convert2df("/Users/julietarodriguez/Downloads/savedrecs-1985to2020.txt", dbsource = "wos", format="plaintext")
## 
## Converting your wos collection into a bibliographic dataframe
## 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!
wos_data2021 <- convert2df("/Users/julietarodriguez/Downloads/savedrecs-2021.txt", dbsource = "wos", format="plaintext")
## 
## Converting your wos collection into a bibliographic dataframe
## 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!
scopus_data1975to2019 <- convert2df("/Users/julietarodriguez/Downloads/scopus-1975to2016.bib", dbsource = "scopus", format = "bibtex")
## 
## Converting your scopus collection into a bibliographic dataframe
## 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!
scopus_data2020to2021 <- convert2df("/Users/julietarodriguez/Downloads/scopus-2017to2020.bib", dbsource = "scopus", format = "bibtex")
## 
## Converting your scopus collection into a bibliographic dataframe
## 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!

Merge the data

Merge data and remove duplicates:

fulldata <- mergeDbSources(wos_data1985to2020, wos_data2021, scopus_data1975to2019, scopus_data2020to2021, remove.duplicated = T)
## 
##  620 duplicated documents have been removed

Save data

Describe the data

results <- biblioAnalysis(fulldata)

summary(results, k=10, pause=F, width=130)
## 
## 
## MAIN INFORMATION ABOUT DATA
## 
##  Timespan                              1975 : 2022 
##  Sources (Journals, Books, etc)        1339 
##  Documents                             3145 
##  Annual Growth Rate %                  8.83 
##  Document Average Age                  4.82 
##  Average citations per doc             16.7 
##  Average citations per year per doc    3.198 
##  References                            130535 
##  
## DOCUMENT TYPES                     
##  article                               1706 
##  article; book chapter                 7 
##  article; early access                 8 
##  article; proceedings paper            8 
##  book                                  15 
##  book chapter                          54 
##  book review                           1 
##  conference paper                      642 
##  conference review                     27 
##  correction                            3 
##  data paper                            1 
##  editorial                             84 
##  editorial material                    45 
##  editorial material; book chapter      1 
##  erratum                               9 
##  letter                                43 
##  meeting abstract                      36 
##  note                                  74 
##  reprint                               1 
##  review                                370 
##  short survey                          9 
##  
## DOCUMENT CONTENTS
##  Keywords Plus (ID)                    12625 
##  Author's Keywords (DE)                6031 
##  
## AUTHORS
##  Authors                               11019 
##  Author Appearances                    15822 
##  Authors of single-authored docs       335 
##  
## AUTHORS COLLABORATION
##  Single-authored docs                  408 
##  Documents per Author                  0.285 
##  Co-Authors per Doc                    5.03 
##  International co-authorships %        11.35 
##  
## 
## Annual Scientific Production
## 
##  Year    Articles
##     1975        1
##     1978        1
##     1981        1
##     1982        2
##     1984        7
##     1985        3
##     1986        7
##     1987       14
##     1988        2
##     1989        6
##     1990        4
##     1991        2
##     1992        5
##     1993        6
##     1994        6
##     1995        3
##     1996        2
##     1997        4
##     1998        5
##     1999        2
##     2000        3
##     2001        8
##     2002        8
##     2003        8
##     2004        7
##     2005       11
##     2006       17
##     2007       17
##     2008       19
##     2009       28
##     2010       25
##     2011       34
##     2012       59
##     2013       67
##     2014       94
##     2015      101
##     2016      144
##     2017      222
##     2018      335
##     2019      550
##     2020      875
##     2021      387
##     2022       35
## 
## Annual Percentage Growth Rate 7.858037 
## 
## 
## Most Productive Authors
## 
##    Authors        Articles Authors        Articles Fractionalized
## 1  NA N                 41 NA N                             41.00
## 2  ZHANG Y              39 KIM J                             7.06
## 3  WANG Y               30 ZHANG Y                           6.75
## 4  LI J                 23 BICHINDARITZ I                    5.83
## 5  KIM J                22 OHAYON M                          5.50
## 6  KESSLER R            20 WANG Y                            5.40
## 7  WANG J               20 KIM Y                             5.18
## 8  KOUTSOULERIS N       19 LUXTON D                          4.58
## 9  VENKATESH S          19 VENKATESH S                       4.43
## 10 WANG X               19 ZHANG T                           4.34
## 
## 
## Top manuscripts per citations
## 
##                                             Paper                                             DOI   TC TCperYear   NTC
## 1  PENNEBAKER JW, 2003, ANNU REV PSYCHOL                   10.1146/annurev.psych.54.101601.145041 1445      72.2  7.80
## 2  LIU S, 2020, LANCET PSYCHIATRY                          10.1016/S2215-0366(20)30077-8           957     319.0 91.58
## 3  DE CHOUDHURY M, 2013, INT CONF WEBLOGS SOC MEDIA, ICWSM NA                                      824      82.4 21.79
## 4  LI SJ, 2020, INT J ENV RES PUB HE                       10.3390/ijerph17062032                  673     224.3 64.40
## 5  ORRÙ G, 2012, NEUROSCI BIOBEHAV REV                     10.1016/j.neubiorev.2012.01.004         672      61.1 19.28
## 6  HUYS QJM, 2016, NAT NEUROSCI                            10.1038/nn.4238                         375      53.6 13.18
## 7  ZEMAN A, 2001, BRAIN                                    10.1093/brain/124.7.1263                371      16.9  4.33
## 8  MÜLLER KR, 2008, J NEUROSCI METHODS                     10.1016/j.jneumeth.2007.09.022          332      22.1  9.49
## 9  BURNS MN, 2011, J MED INTERNET RES                      10.2196/jmir.1838                       331      27.6  9.07
## 10 TOROUS J, 2020, JMIR MENT HEAL                          10.2196/18848                           320     106.7 30.62
## 
## 
## Corresponding Author's Countries
## 
##           Country Articles   Freq SCP MCP MCP_Ratio
## 1  USA                 767 0.3185 690  77    0.1004
## 2  CHINA               214 0.0889 182  32    0.1495
## 3  UNITED KINGDOM      186 0.0772 146  40    0.2151
## 4  AUSTRALIA           148 0.0615 125  23    0.1554
## 5  GERMANY             131 0.0544 106  25    0.1908
## 6  CANADA              107 0.0444  91  16    0.1495
## 7  KOREA                78 0.0324  72   6    0.0769
## 8  FRANCE               73 0.0303  59  14    0.1918
## 9  INDIA                72 0.0299  69   3    0.0417
## 10 NETHERLANDS          70 0.0291  56  14    0.2000
## 
## 
## SCP: Single Country Publications
## 
## MCP: Multiple Country Publications
## 
## 
## Total Citations per Country
## 
##       Country      Total Citations Average Article Citations
## 1  USA                       17827                    23.243
## 2  UNITED KINGDOM             4756                    25.570
## 3  GERMANY                    3627                    27.687
## 4  CHINA                      3277                    15.313
## 5  AUSTRALIA                  2188                    14.784
## 6  CANADA                     1807                    16.888
## 7  SWITZERLAND                1151                    25.022
## 8  KOREA                       946                    12.128
## 9  NETHERLANDS                 941                    13.443
## 10 ITALY                       926                    18.157
## 
## 
## Most Relevant Sources
## 
##                                                                                                                          Sources       
## 1  LECTURE NOTES IN COMPUTER SCIENCE (INCLUDING SUBSERIES LECTURE NOTES IN ARTIFICIAL INTELLIGENCE AND LECTURE NOTES IN BIOINFORMATICS)
## 2  FRONTIERS IN PSYCHIATRY                                                                                                             
## 3  JOURNAL OF MEDICAL INTERNET RESEARCH                                                                                                
## 4  PLOS ONE                                                                                                                            
## 5  JMIR MENTAL HEALTH                                                                                                                  
## 6  BIOLOGICAL PSYCHIATRY                                                                                                               
## 7  INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH                                                                   
## 8  TRANSLATIONAL PSYCHIATRY                                                                                                            
## 9  JAMA PSYCHIATRY                                                                                                                     
## 10 JOURNAL OF AFFECTIVE DISORDERS                                                                                                      
##    Articles
## 1        98
## 2        58
## 3        56
## 4        36
## 5        34
## 6        30
## 7        28
## 8        28
## 9        27
## 10       27
## 
## 
## Most Relevant Keywords
## 
##      Author Keywords (DE)      Articles  Keywords-Plus (ID)     Articles
## 1  MACHINE LEARNING                 767 HUMAN                       1167
## 2  MENTAL HEALTH                    391 MACHINE LEARNING             946
## 3  ARTIFICIAL INTELLIGENCE          256 HUMANS                       827
## 4  DEPRESSION                       206 MENTAL HEALTH                700
## 5  DATA MINING                      140 ARTIFICIAL INTELLIGENCE      674
## 6  PSYCHIATRY                       111 ARTICLE                      653
## 7  SCHIZOPHRENIA                    111 FEMALE                       653
## 8  NATURAL LANGUAGE PROCESSING      105 MALE                         653
## 9  SOCIAL MEDIA                     100 MENTAL DISEASE               610
## 10 DEEP LEARNING                     79 ADULT                        538

Removing NA N Author

fulldata_ <- subset(fulldata, AU!="NA N")

results <- biblioAnalysis(fulldata_)

summary(results, k=10, pause=F, width=130)
## 
## 
## MAIN INFORMATION ABOUT DATA
## 
##  Timespan                              1975 : 2022 
##  Sources (Journals, Books, etc)        1330 
##  Documents                             3104 
##  Annual Growth Rate %                  8.83 
##  Document Average Age                  4.81 
##  Average citations per doc             16.91 
##  Average citations per year per doc    3.239 
##  References                            130522 
##  
## DOCUMENT TYPES                     
##  article                               1703 
##  article; book chapter                 7 
##  article; early access                 8 
##  article; proceedings paper            8 
##  book                                  15 
##  book chapter                          54 
##  book review                           1 
##  conference paper                      642 
##  correction                            3 
##  data paper                            1 
##  editorial                             81 
##  editorial material                    45 
##  editorial material; book chapter      1 
##  erratum                               3 
##  letter                                43 
##  meeting abstract                      36 
##  note                                  73 
##  reprint                               1 
##  review                                369 
##  short survey                          9 
##  
## DOCUMENT CONTENTS
##  Keywords Plus (ID)                    12558 
##  Author's Keywords (DE)                6030 
##  
## AUTHORS
##  Authors                               11018 
##  Author Appearances                    15781 
##  Authors of single-authored docs       334 
##  
## AUTHORS COLLABORATION
##  Single-authored docs                  367 
##  Documents per Author                  0.282 
##  Co-Authors per Doc                    5.08 
##  International co-authorships %        11.5 
##  
## 
## Annual Scientific Production
## 
##  Year    Articles
##     1975        1
##     1978        1
##     1981        1
##     1982        2
##     1984        6
##     1985        3
##     1986        7
##     1987       14
##     1988        2
##     1989        6
##     1990        4
##     1991        2
##     1992        5
##     1993        6
##     1994        6
##     1995        3
##     1996        2
##     1997        4
##     1998        4
##     1999        2
##     2000        3
##     2001        8
##     2002        8
##     2003        7
##     2004        7
##     2005       11
##     2006       17
##     2007       16
##     2008       19
##     2009       28
##     2010       24
##     2011       34
##     2012       59
##     2013       67
##     2014       93
##     2015      101
##     2016      141
##     2017      220
##     2018      328
##     2019      542
##     2020      860
##     2021      387
##     2022       35
## 
## Annual Percentage Growth Rate 7.858037 
## 
## 
## Most Productive Authors
## 
##    Authors        Articles Authors        Articles Fractionalized
## 1  ZHANG Y              39 KIM J                             7.06
## 2  WANG Y               30 ZHANG Y                           6.75
## 3  LI J                 23 BICHINDARITZ I                    5.83
## 4  KIM J                22 OHAYON M                          5.50
## 5  KESSLER R            20 WANG Y                            5.40
## 6  WANG J               20 KIM Y                             5.18
## 7  KOUTSOULERIS N       19 LUXTON D                          4.58
## 8  VENKATESH S          19 VENKATESH S                       4.43
## 9  WANG X               19 ZHANG T                           4.34
## 10 LIU Y                18 BUCKINGHAM C                      4.17
## 
## 
## Top manuscripts per citations
## 
##                                             Paper                                             DOI   TC TCperYear   NTC
## 1  PENNEBAKER JW, 2003, ANNU REV PSYCHOL                   10.1146/annurev.psych.54.101601.145041 1445      72.2  6.82
## 2  LIU S, 2020, LANCET PSYCHIATRY                          10.1016/S2215-0366(20)30077-8           957     319.0 90.02
## 3  DE CHOUDHURY M, 2013, INT CONF WEBLOGS SOC MEDIA, ICWSM NA                                      824      82.4 21.79
## 4  LI SJ, 2020, INT J ENV RES PUB HE                       10.3390/ijerph17062032                  673     224.3 63.30
## 5  ORRÙ G, 2012, NEUROSCI BIOBEHAV REV                     10.1016/j.neubiorev.2012.01.004         672      61.1 19.28
## 6  HUYS QJM, 2016, NAT NEUROSCI                            10.1038/nn.4238                         375      53.6 12.91
## 7  ZEMAN A, 2001, BRAIN                                    10.1093/brain/124.7.1263                371      16.9  4.33
## 8  MÜLLER KR, 2008, J NEUROSCI METHODS                     10.1016/j.jneumeth.2007.09.022          332      22.1  9.49
## 9  BURNS MN, 2011, J MED INTERNET RES                      10.2196/jmir.1838                       331      27.6  9.07
## 10 TOROUS J, 2020, JMIR MENT HEAL                          10.2196/18848                           320     106.7 30.10
## 
## 
## Corresponding Author's Countries
## 
##           Country Articles   Freq SCP MCP MCP_Ratio
## 1  USA                 767 0.3185 690  77    0.1004
## 2  CHINA               214 0.0889 182  32    0.1495
## 3  UNITED KINGDOM      186 0.0772 146  40    0.2151
## 4  AUSTRALIA           148 0.0615 125  23    0.1554
## 5  GERMANY             131 0.0544 106  25    0.1908
## 6  CANADA              107 0.0444  91  16    0.1495
## 7  KOREA                78 0.0324  72   6    0.0769
## 8  FRANCE               73 0.0303  59  14    0.1918
## 9  INDIA                72 0.0299  69   3    0.0417
## 10 NETHERLANDS          70 0.0291  56  14    0.2000
## 
## 
## SCP: Single Country Publications
## 
## MCP: Multiple Country Publications
## 
## 
## Total Citations per Country
## 
##       Country      Total Citations Average Article Citations
## 1  USA                       17827                    23.243
## 2  UNITED KINGDOM             4756                    25.570
## 3  GERMANY                    3627                    27.687
## 4  CHINA                      3277                    15.313
## 5  AUSTRALIA                  2188                    14.784
## 6  CANADA                     1807                    16.888
## 7  SWITZERLAND                1151                    25.022
## 8  KOREA                       946                    12.128
## 9  NETHERLANDS                 941                    13.443
## 10 ITALY                       926                    18.157
## 
## 
## Most Relevant Sources
## 
##                                                                                                                          Sources       
## 1  LECTURE NOTES IN COMPUTER SCIENCE (INCLUDING SUBSERIES LECTURE NOTES IN ARTIFICIAL INTELLIGENCE AND LECTURE NOTES IN BIOINFORMATICS)
## 2  FRONTIERS IN PSYCHIATRY                                                                                                             
## 3  JOURNAL OF MEDICAL INTERNET RESEARCH                                                                                                
## 4  PLOS ONE                                                                                                                            
## 5  JMIR MENTAL HEALTH                                                                                                                  
## 6  BIOLOGICAL PSYCHIATRY                                                                                                               
## 7  INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH                                                                   
## 8  JOURNAL OF AFFECTIVE DISORDERS                                                                                                      
## 9  TRANSLATIONAL PSYCHIATRY                                                                                                            
## 10 JAMA PSYCHIATRY                                                                                                                     
##    Articles
## 1        91
## 2        58
## 3        56
## 4        36
## 5        34
## 6        30
## 7        28
## 8        27
## 9        27
## 10       25
## 
## 
## Most Relevant Keywords
## 
##      Author Keywords (DE)      Articles  Keywords-Plus (ID)     Articles
## 1  MACHINE LEARNING                 767 HUMAN                       1159
## 2  MENTAL HEALTH                    391 MACHINE LEARNING             939
## 3  ARTIFICIAL INTELLIGENCE          255 HUMANS                       823
## 4  DEPRESSION                       205 MENTAL HEALTH                694
## 5  DATA MINING                      140 ARTIFICIAL INTELLIGENCE      671
## 6  PSYCHIATRY                       111 FEMALE                       652
## 7  SCHIZOPHRENIA                    111 MALE                         652
## 8  NATURAL LANGUAGE PROCESSING      105 ARTICLE                      651
## 9  SOCIAL MEDIA                     100 MENTAL DISEASE               609
## 10 DEEP LEARNING                     79 ADULT                        537