PSYCHIATRY 1975to2021

Upload data from WoS and Scopus databases.

## 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()
## 
## Converting your wos collection into a bibliographic dataframe
## 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!
## 
## Converting your wos collection into a bibliographic dataframe
## 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!
## 
## Converting your scopus collection into a bibliographic dataframe
## 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!
## 
## Converting your scopus collection into a bibliographic dataframe
## 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!
## 
## Converting your scopus collection into a bibliographic dataframe
## 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!
## 
##  1220 duplicated documents have been removed
## 
## 
## MAIN INFORMATION ABOUT DATA
## 
##  Timespan                              1975 : 2023 
##  Sources (Journals, Books, etc)        1783 
##  Documents                             4614 
##  Annual Growth Rate %                  0 
##  Document Average Age                  3.48 
##  Average citations per doc             11.84 
##  Average citations per year per doc    2.451 
##  References                            197561 
##  
## DOCUMENT TYPES                     
##  article                               2456 
##  article; book chapter                 7 
##  article; early access                 36 
##  article; proceedings paper            8 
##  book                                  19 
##  book chapter                          100 
##  book review                           1 
##  conference paper                      965 
##  conference review                     55 
##  correction                            3 
##  correction; early access              1 
##  data paper                            3 
##  editorial                             130 
##  editorial material                    53 
##  editorial material; book chapter      1 
##  erratum                               19 
##  letter                                59 
##  meeting abstract                      38 
##  news item                             1 
##  note                                  107 
##  reprint                               1 
##  retracted                             3 
##  review                                532 
##  review; early access                  4 
##  short survey                          11 
##  
## DOCUMENT CONTENTS
##  Keywords Plus (ID)                    16729 
##  Author's Keywords (DE)                8269 
##  
## AUTHORS
##  Authors                               15956 
##  Author Appearances                    23857 
##  Authors of single-authored docs       441 
##  
## AUTHORS COLLABORATION
##  Single-authored docs                  568 
##  Documents per Author                  0.289 
##  Co-Authors per Doc                    5.17 
##  International co-authorships %        9.666 
##  
## 
## 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      549
##     2020      873
##     2021     1186
##     2022      674
##     2023        1
## 
## Annual Percentage Growth Rate 0 
## 
## 
## Most Productive Authors
## 
##    Authors        Articles Authors        Articles Fractionalized
## 1  NA N                 77 NA N                             77.00
## 2  ZHANG Y              49 ZHANG Y                           9.95
## 3  WANG Y               43 KIM J                             8.87
## 4  LIU Y                37 LIU Y                             8.56
## 5  LI X                 34 LI X                              7.87
## 6  KIM J                31 WANG Y                            6.71
## 7  LI J                 31 LI Y                              6.08
## 8  WANG J               31 BICHINDARITZ I                    5.83
## 9  WANG X               27 CHEN X                            5.83
## 10 KOUTSOULERIS N       26 KIM S                             5.76
## 
## 
## 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 91.44
## 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                  672     224.0 64.21
## 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 13.19
## 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 30.57
## 
## 
## Corresponding Author's Countries
## 
##           Country Articles   Freq SCP MCP MCP_Ratio
## 1  USA                 971 0.2784 878  93    0.0958
## 2  CHINA               385 0.1104 345  40    0.1039
## 3  UNITED KINGDOM      260 0.0745 210  50    0.1923
## 4  GERMANY             187 0.0536 152  35    0.1872
## 5  AUSTRALIA           184 0.0528 156  28    0.1522
## 6  INDIA               164 0.0470 158   6    0.0366
## 7  CANADA              155 0.0444 135  20    0.1290
## 8  KOREA               119 0.0341 109  10    0.0840
## 9  NETHERLANDS          97 0.0278  78  19    0.1959
## 10 FRANCE               96 0.0275  78  18    0.1875
## 
## 
## SCP: Single Country Publications
## 
## MCP: Multiple Country Publications
## 
## 
## Total Citations per Country
## 
##       Country      Total Citations Average Article Citations
## 1  USA                       18220                    18.764
## 2  UNITED KINGDOM             5007                    19.258
## 3  GERMANY                    3703                    19.802
## 4  CHINA                      3459                     8.984
## 5  AUSTRALIA                  2262                    12.293
## 6  CANADA                     1895                    12.226
## 7  SWITZERLAND                1202                    18.781
## 8  KOREA                      1018                     8.555
## 9  ITALY                       986                    11.600
## 10 NETHERLANDS                 967                     9.969
## 
## 
## 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  INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH                                                                   
## 5  ACM INTERNATIONAL CONFERENCE PROCEEDING SERIES                                                                                      
## 6  ADVANCES IN INTELLIGENT SYSTEMS AND COMPUTING                                                                                       
## 7  PLOS ONE                                                                                                                            
## 8  JMIR MENTAL HEALTH                                                                                                                  
## 9  JOURNAL OF AFFECTIVE DISORDERS                                                                                                      
## 10 BIOLOGICAL PSYCHIATRY                                                                                                               
##    Articles
## 1       130
## 2        86
## 3        74
## 4        66
## 5        49
## 6        46
## 7        46
## 8        43
## 9        39
## 10       36
## 
## 
## Most Relevant Keywords
## 
##      Author Keywords (DE)      Articles  Keywords-Plus (ID)     Articles
## 1  MACHINE LEARNING                1189 HUMAN                       1793
## 2  MENTAL HEALTH                    619 MACHINE LEARNING            1611
## 3  ARTIFICIAL INTELLIGENCE          419 HUMANS                      1255
## 4  DEPRESSION                       331 MENTAL HEALTH               1198
## 5  DATA MINING                      183 ARTICLE                     1014
## 6  NATURAL LANGUAGE PROCESSING      181 ARTIFICIAL INTELLIGENCE     1011
## 7  COVID-19                         178 FEMALE                       990
## 8  DEEP LEARNING                    174 MENTAL DISEASE               958
## 9  PSYCHIATRY                       155 MALE                         950
## 10 SOCIAL MEDIA                     152 ADULT                        816

Cleaning data

77 papers removed with NA N Authors

702 papers removed with PY 2022

fulldata_ <- subset(fulldata, AU!="NA N")
fulldata_ <- subset(fulldata_, PY!=2022 & PY!=2023)

results <- biblioAnalysis(fulldata_)

summary(results, k=10, pause=F, width=130)
## 
## 
## MAIN INFORMATION ABOUT DATA
## 
##  Timespan                              1975 : 2021 
##  Sources (Journals, Books, etc)        1591 
##  Documents                             3835 
##  Annual Growth Rate %                  18.79 
##  Document Average Age                  4.08 
##  Average citations per doc             14.16 
##  Average citations per year per doc    2.847 
##  References                            168046 
##  
## DOCUMENT TYPES                     
##  article                               2034 
##  article; book chapter                 7 
##  article; proceedings paper            8 
##  book                                  19 
##  book chapter                          75 
##  book review                           1 
##  conference paper                      867 
##  correction                            3 
##  data paper                            2 
##  editorial                             111 
##  editorial material                    45 
##  editorial material; book chapter      1 
##  erratum                               5 
##  letter                                52 
##  meeting abstract                      35 
##  note                                  94 
##  reprint                               1 
##  retracted                             3 
##  review                                461 
##  short survey                          10 
##  
## DOCUMENT CONTENTS
##  Keywords Plus (ID)                    15377 
##  Author's Keywords (DE)                7294 
##  
## AUTHORS
##  Authors                               13605 
##  Author Appearances                    19675 
##  Authors of single-authored docs       394 
##  
## AUTHORS COLLABORATION
##  Single-authored docs                  435 
##  Documents per Author                  0.282 
##  Co-Authors per Doc                    5.13 
##  International co-authorships %        8.996 
##  
## 
## 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      541
##     2020      858
##     2021     1164
## 
## Annual Percentage Growth Rate 16.58728 
## 
## 
## Most Productive Authors
## 
##    Authors        Articles     Authors        Articles Fractionalized
## 1         ZHANG Y       44 KIM J                                 7.68
## 2         WANG Y        36 ZHANG Y                               7.57
## 3         LIU Y         29 LIU Y                                 6.05
## 4         LI J          27 WANG Y                                5.98
## 5         KIM J         25 BICHINDARITZ I                        5.83
## 6         WANG J        25 LI X                                  5.74
## 7         LI X          24 OHAYON M                              5.50
## 8         WANG X        24 LEE H                                 4.82
## 9         LIU X         23 MEYER-LINDENBERG A                    4.69
## 10        WANG H        22 KIM S                                 4.60
## 
## 
## 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 89.88
## 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                  672     224.0 63.11
## 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 30.05
## 
## 
## Corresponding Author's Countries
## 
##           Country Articles   Freq SCP MCP MCP_Ratio
## 1  USA                 853 0.2934 774  79    0.0926
## 2  CHINA               296 0.1018 265  31    0.1047
## 3  UNITED KINGDOM      225 0.0774 186  39    0.1733
## 4  GERMANY             165 0.0568 138  27    0.1636
## 5  AUSTRALIA           157 0.0540 137  20    0.1274
## 6  CANADA              130 0.0447 115  15    0.1154
## 7  INDIA               112 0.0385 109   3    0.0268
## 8  KOREA                96 0.0330  90   6    0.0625
## 9  FRANCE               86 0.0296  71  15    0.1744
## 10 NETHERLANDS          80 0.0275  65  15    0.1875
## 
## 
## SCP: Single Country Publications
## 
## MCP: Multiple Country Publications
## 
## 
## Total Citations per Country
## 
##       Country      Total Citations Average Article Citations
## 1  USA                       18173                    21.305
## 2  UNITED KINGDOM             4956                    22.027
## 3  GERMANY                    3693                    22.382
## 4  CHINA                      3443                    11.632
## 5  AUSTRALIA                  2240                    14.268
## 6  CANADA                     1880                    14.462
## 7  SWITZERLAND                1193                    23.392
## 8  KOREA                      1015                    10.573
## 9  ITALY                       981                    13.438
## 10 NETHERLANDS                 963                    12.037
## 
## 
## 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  INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH                                                                   
## 5  ACM INTERNATIONAL CONFERENCE PROCEEDING SERIES                                                                                      
## 6  ADVANCES IN INTELLIGENT SYSTEMS AND COMPUTING                                                                                       
## 7  PLOS ONE                                                                                                                            
## 8  JMIR MENTAL HEALTH                                                                                                                  
## 9  BIOLOGICAL PSYCHIATRY                                                                                                               
## 10 JOURNAL OF AFFECTIVE DISORDERS                                                                                                      
##    Articles
## 1       109
## 2        70
## 3        66
## 4        52
## 5        43
## 6        40
## 7        39
## 8        38
## 9        32
## 10       32
## 
## 
## Most Relevant Keywords
## 
##      Author Keywords (DE)      Articles  Keywords-Plus (ID)     Articles
## 1  MACHINE LEARNING                 933 HUMAN                       1590
## 2  MENTAL HEALTH                    492 MACHINE LEARNING            1384
## 3  ARTIFICIAL INTELLIGENCE          323 HUMANS                      1118
## 4  DEPRESSION                       257 MENTAL HEALTH               1009
## 5  DATA MINING                      167 ARTIFICIAL INTELLIGENCE      916
## 6  NATURAL LANGUAGE PROCESSING      138 ARTICLE                      900
## 7  PSYCHIATRY                       136 FEMALE                       896
## 8  SOCIAL MEDIA                     128 MALE                         868
## 9  SCHIZOPHRENIA                    126 MENTAL DISEASE               855
## 10 DEEP LEARNING                    122 ADULT                        733
plot(x=results, k=10, pause=F)

Papers total citations per year

Outlier founded: 10.1146/annurev.psych.54.101601.145041

aggregate(TC ~ PY, data = fulldata, sum)
##      PY   TC
## 1  1975    1
## 2  1978    0
## 3  1981    3
## 4  1982   53
## 5  1984   42
## 6  1985    1
## 7  1986   77
## 8  1987   28
## 9  1988   37
## 10 1989   36
## 11 1990    4
## 12 1991    1
## 13 1992   94
## 14 1993   29
## 15 1994   59
## 16 1995   45
## 17 1996    3
## 18 1997    3
## 19 1998   27
## 20 1999   14
## 21 2000   55
## 22 2001  685
## 23 2002  144
## 24 2003 1483
## 25 2004  102
## 26 2005  127
## 27 2006  489
## 28 2007  671
## 29 2008  665
## 30 2009 1642
## 31 2010  721
## 32 2011 1241
## 33 2012 2056
## 34 2013 2534
## 35 2014 2620
## 36 2015 3412
## 37 2016 4095
## 38 2017 5057
## 39 2018 6248
## 40 2019 7153
## 41 2020 9137
## 42 2021 3431
## 43 2022  286
## 44 2023    0
aggregate(TC ~ PY, data = fulldata_, sum)
##      PY   TC
## 1  1975    1
## 2  1978    0
## 3  1981    3
## 4  1982   53
## 5  1984   42
## 6  1985    1
## 7  1986   77
## 8  1987   28
## 9  1988   37
## 10 1989   36
## 11 1990    4
## 12 1991    1
## 13 1992   94
## 14 1993   29
## 15 1994   59
## 16 1995   45
## 17 1996    3
## 18 1997    3
## 19 1998   27
## 20 1999   14
## 21 2000   55
## 22 2001  685
## 23 2002  144
## 24 2003 1483
## 25 2004  102
## 26 2005  127
## 27 2006  489
## 28 2007  671
## 29 2008  665
## 30 2009 1642
## 31 2010  721
## 32 2011 1241
## 33 2012 2056
## 34 2013 2534
## 35 2014 2620
## 36 2015 3412
## 37 2016 4095
## 38 2017 5056
## 39 2018 6240
## 40 2019 7151
## 41 2020 9136
## 42 2021 3431

Papers of 2003

fulldata_[fulldata_$PY == 2003,]$TI
## [1] "DOUBLE BIND SITUATIONS IN MANMACHINE INTERACTION UNDER CONTEXTS OF MENTAL THERAPY"                                    
## [2] "PSYCHOLOGICAL ASPECTS OF NATURAL LANGUAGE USE OUR WORDS OUR SELVES"                                                   
## [3] "APPLICATION OF A DATAMINING METHOD BASED ON BAYESIAN NETWORKS TO LESIONDEFICIT ANALYSIS"                              
## [4] "LIFE AT THE BORDERS HABITS ADDICTIONS AND SELFCONTROL"                                                                
## [5] "USING AN ADAPTIVE FILTER TO EXTRACT THE HEMODYNAMIC RESPONSE FROM FMRI DATA"                                          
## [6] "CURRENT SITUATIONS AND PROBLEMS OF SOFTWARE COUNSELING"                                                               
## [7] "ARCHETYPE THEORY EVOLUTIONARY PSYCHOLOGY AND THE BALDWIN EFFECT A COMMENTARY ON HOGENSONS PAPER OCTOBER 2001 JAP 46 4"
fulldata_[fulldata_$DI == "10.1146/annurev.psych.54.101601.145041" & fulldata_$PY==2003,]$TI
## [1] NA                                                                  
## [2] "PSYCHOLOGICAL ASPECTS OF NATURAL LANGUAGE USE OUR WORDS OUR SELVES"
## [3] NA

Quit outlier

REVIEW WITH 1445 cites: 10.1016/S1053-8119(03)00231-3

fulldata_out <- fulldata_[!(fulldata_$DI == "10.1146/annurev.psych.54.101601.145041" & fulldata_$PY==2003),]

results_out <- biblioAnalysis(fulldata_out)

summary(results_out, k=10, pause=F, width=130)
## 
## 
## MAIN INFORMATION ABOUT DATA
## 
##  Timespan                              1975 : 2021 
##  Sources (Journals, Books, etc)        1588 
##  Documents                             3834 
##  Annual Growth Rate %                  18.79 
##  Document Average Age                  4.07 
##  Average citations per doc             13.8 
##  Average citations per year per doc    2.83 
##  References                            167892 
##  
## DOCUMENT TYPES                     
##  article                               2034 
##  article; book chapter                 7 
##  article; proceedings paper            7 
##  book                                  19 
##  book chapter                          75 
##  book review                           1 
##  conference paper                      866 
##  correction                            3 
##  data paper                            2 
##  editorial                             111 
##  editorial material                    45 
##  editorial material; book chapter      1 
##  erratum                               5 
##  letter                                52 
##  meeting abstract                      35 
##  note                                  94 
##  reprint                               1 
##  retracted                             3 
##  review                                460 
##  short survey                          10 
##  
## DOCUMENT CONTENTS
##  Keywords Plus (ID)                    15367 
##  Author's Keywords (DE)                7289 
##  
## AUTHORS
##  Authors                               13597 
##  Author Appearances                    19668 
##  Authors of single-authored docs       394 
##  
## AUTHORS COLLABORATION
##  Single-authored docs                  436 
##  Documents per Author                  0.282 
##  Co-Authors per Doc                    5.13 
##  International co-authorships %        8.998 
##  
## 
## 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        4
##     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      541
##     2020      858
##     2021     1164
## 
## Annual Percentage Growth Rate 16.58728 
## 
## 
## Most Productive Authors
## 
##    Authors        Articles     Authors        Articles Fractionalized
## 1         ZHANG Y       44 KIM J                                 7.68
## 2         WANG Y        36 ZHANG Y                               7.57
## 3         LIU Y         29 LIU Y                                 6.05
## 4         LI J          27 WANG Y                                5.98
## 5         KIM J         25 BICHINDARITZ I                        5.83
## 6         WANG J        25 LI X                                  5.74
## 7         LI X          24 OHAYON M                              5.50
## 8         WANG X        24 LEE H                                 4.82
## 9         LIU X         23 MEYER-LINDENBERG A                    4.69
## 10        WANG H        22 KIM S                                 4.60
## 
## 
## Top manuscripts per citations
## 
##                                             Paper                                      DOI  TC TCperYear   NTC
## 1  LIU S, 2020, LANCET PSYCHIATRY                          10.1016/S2215-0366(20)30077-8   957     319.0 89.88
## 2  DE CHOUDHURY M, 2013, INT CONF WEBLOGS SOC MEDIA, ICWSM NA                              824      82.4 21.79
## 3  LI SJ, 2020, INT J ENV RES PUB HE                       10.3390/ijerph17062032          672     224.0 63.11
## 4  ORRÙ G, 2012, NEUROSCI BIOBEHAV REV                     10.1016/j.neubiorev.2012.01.004 672      61.1 19.28
## 5  HUYS QJM, 2016, NAT NEUROSCI                            10.1038/nn.4238                 375      53.6 12.91
## 6  ZEMAN A, 2001, BRAIN                                    10.1093/brain/124.7.1263        371      16.9  4.33
## 7  MÜLLER KR, 2008, J NEUROSCI METHODS                     10.1016/j.jneumeth.2007.09.022  332      22.1  9.49
## 8  BURNS MN, 2011, J MED INTERNET RES                      10.2196/jmir.1838               331      27.6  9.07
## 9  TOROUS J, 2020, JMIR MENT HEAL                          10.2196/18848                   320     106.7 30.05
## 10 FRASER KC, 2015, J ALZHEIMER'S DIS                      10.3233/JAD-150520              311      38.9  9.21
## 
## 
## Corresponding Author's Countries
## 
##           Country Articles   Freq SCP MCP MCP_Ratio
## 1  USA                 851 0.2930 772  79    0.0928
## 2  CHINA               296 0.1019 265  31    0.1047
## 3  UNITED KINGDOM      225 0.0775 186  39    0.1733
## 4  GERMANY             165 0.0568 138  27    0.1636
## 5  AUSTRALIA           157 0.0541 137  20    0.1274
## 6  CANADA              130 0.0448 115  15    0.1154
## 7  INDIA               112 0.0386 109   3    0.0268
## 8  KOREA                96 0.0331  90   6    0.0625
## 9  FRANCE               86 0.0296  71  15    0.1744
## 10 NETHERLANDS          80 0.0275  65  15    0.1875
## 
## 
## SCP: Single Country Publications
## 
## MCP: Multiple Country Publications
## 
## 
## Total Citations per Country
## 
##       Country      Total Citations Average Article Citations
## 1  USA                       16728                    19.657
## 2  UNITED KINGDOM             4956                    22.027
## 3  GERMANY                    3693                    22.382
## 4  CHINA                      3443                    11.632
## 5  AUSTRALIA                  2240                    14.268
## 6  CANADA                     1880                    14.462
## 7  SWITZERLAND                1193                    23.392
## 8  KOREA                      1015                    10.573
## 9  ITALY                       981                    13.438
## 10 NETHERLANDS                 963                    12.037
## 
## 
## 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  INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH                                                                   
## 5  ACM INTERNATIONAL CONFERENCE PROCEEDING SERIES                                                                                      
## 6  ADVANCES IN INTELLIGENT SYSTEMS AND COMPUTING                                                                                       
## 7  PLOS ONE                                                                                                                            
## 8  JMIR MENTAL HEALTH                                                                                                                  
## 9  BIOLOGICAL PSYCHIATRY                                                                                                               
## 10 JOURNAL OF AFFECTIVE DISORDERS                                                                                                      
##    Articles
## 1       109
## 2        70
## 3        66
## 4        52
## 5        43
## 6        40
## 7        39
## 8        38
## 9        32
## 10       32
## 
## 
## Most Relevant Keywords
## 
##      Author Keywords (DE)      Articles  Keywords-Plus (ID)     Articles
## 1  MACHINE LEARNING                 933 HUMAN                       1589
## 2  MENTAL HEALTH                    492 MACHINE LEARNING            1384
## 3  ARTIFICIAL INTELLIGENCE          322 HUMANS                      1117
## 4  DEPRESSION                       257 MENTAL HEALTH               1007
## 5  DATA MINING                      167 ARTIFICIAL INTELLIGENCE      914
## 6  NATURAL LANGUAGE PROCESSING      138 ARTICLE                      900
## 7  PSYCHIATRY                       136 FEMALE                       896
## 8  SOCIAL MEDIA                     128 MALE                         868
## 9  SCHIZOPHRENIA                    126 MENTAL DISEASE               855
## 10 DEEP LEARNING                    122 ADULT                        733
plot(x=results_out, k=10, pause=F)

Most Cited Article References

CR <- citations(fulldata_, field = "article", sep = ";")
cbind(CR$Cited[1:20])
##                                                                                                                                             [,1]
## BREIMAN L, 2001, MACH LEARN, V45, P5, DOI 10.1023/A:1010933404324                                                                             91
## BZDOK D, 2018, BIOL PSYCHIAT-COGN N, V3, P223, DOI 10.1016/J.BPSC.2017.11.007                                                                 56
## KROENKE K, 2001, J GEN INTERN MED, V16, P606, DOI 10.1046/J.1525-1497.2001.016009606.X                                                        53
## PEDREGOSA F, 2011, J MACH LEARN RES, V12, P2825                                                                                               51
## DWYER DB, 2018, ANNU REV CLIN PSYCHO, V14, P91, DOI 10.1146/ANNUREV-CLINPSY-032816045037, 10.1146/ANNUREV-CLINPSY-032816-045037               49
## INSEL T, 2010, AM J PSYCHIAT, V167, P748, DOI 10.1176/APPI.AJP.2010.09091379                                                                  44
## FITZPATRICK KK, 2017, JMIR MENT HEALTH, V4, DOI 10.2196/MENTAL.7785                                                                           43
## CHEKROUD AM, 2016, LANCET PSYCHIAT, V3, P243, DOI 10.1016/S2215-0366(15)00471-X                                                               42
## SPITZER RL, 2006, ARCH INTERN MED, V166, P1092, DOI 10.1001/ARCHINTE.166.10.1092                                                              40
## FRIEDMAN J, 2010, J STAT SOFTW, V33, P1, DOI 10.18637/JSS.V033.I01                                                                            34
## HUYS QJM, 2016, NAT NEUROSCI, V19, P404, DOI 10.1038/NN.4238                                                                                  34
## SHATTE ABR, 2019, PSYCHOL MED, V49, P1426, DOI 10.1017/S0033291719000151                                                                      34
## CORTES C, 1995, MACH LEARN, V20, P273, DOI 10.1023/A:1022627411411                                                                            33
## WALSH CG, 2017, CLIN PSYCHOL SCI, V5, P457, DOI 10.1177/2167702617691560                                                                      33
## AMERICAN PSYCHIATRIC ASSOCIATION, 2013, DIAGN STAT MAN MENT, V5, DOI DOI 10.1176/APPI.BOOKS.9780890425596, 10.1176/APPI.BOOKS.9780890425596   31
## ANONYMOUS, NO TITLE CAPTURED                                                                                                                  30
## WOO CW, 2017, NAT NEUROSCI, V20, P365, DOI 10.1038/NN.4478                                                                                    30
## FRANKLIN JC, 2017, PSYCHOL BULL, V143, P187, DOI 10.1037/BUL0000084                                                                           29
## AMERICAN PSYCHIATRIC ASSOCIATION AMERICAN PSYCHIATRIC ASSOCIATION, 2013, DIAGNOSTIC STAT MANU, V5TH                                           28
## DRYSDALE AT, 2017, NAT MED, V23, P28, DOI 10.1038/NM.4246                                                                                     28

Most Cited Authors

CR <- citations(fulldata_, field = 'author', sep = ";")
cbind(CR$Cited[1:20])
##              [,1]
## WANG          920
## ZHANG         605
## CHEN          581
## ANONYMOUS     579
## LIU           575
## LEE           467
## KIM           435
## YANG          309
## HUANG         296
## KESSLER       261
## SMITH         259
## DE CHOUDHURY  238
## ROLLS         236
## KESSLER RC    233
## COHEN         230
## PARK          218
## LIN           212
## ZHOU          211
## MILLER        204
## CHANG         182

Brandford List

BR <- bradford(fulldata_)
BR$graph

Top-Authors’ Productivity over Time

res <- authorProdOverTime(fulldata_, k=10)

#print(res$dfAU)
plot(res$graph)

Bibliographic Networks

Authors collaboration network

NetMatrix <- biblioNetwork(fulldata_, analysis = "collaboration", network = "authors", sep = ";")
net <- networkPlot(NetMatrix, n = 30, type = "auto", Title = "Collaboration",labelsize=0.7)

Co-citation network

NetMatrix <- biblioNetwork(fulldata_, analysis = "co-citation", network = "references", sep = ";")
net <- networkPlot(NetMatrix, n = 30, type = "circle", Title = "Collaboration",labelsize=0.7)