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INTRODUCTION
In the field of neurology, many scholarly and academic journal are published. These journals have coverage of both national and international scope. These journals have vide scope covering different aspects of neuroscience and neurology (neuroanatomy, neurophysiology, neurochemistry, neurogenetics) (Barker & Cicchetti, 2012). Among these journals, Journal of Neurosciences in Rural Practice (JNRP) ISSN (Print): 0976-3147; (Online): 0976-5155), published by ‘Asociación Ayuda Enfermo Neuroquirufgico’ (AAEN), committed to publish high quality research in the field of neurology. The JNRP started publishing since 2010 with two issues in a year. The inaugural issues had published 21 papers. Initial two years, each volume published two issues, where as volume three published three issues. From the year 2013 (Vol. 4), the journal started publishing four issues in a year, making it a quarterly journal. Until October 10, 2025 (Vol. 15, No. 4), the journal has published 2294 articles. The journal is indexed in SCOPUS with CiteScore2024 of 1.4; SJR2024=0.348 and SNIP2024=0.448. In the year 2024, the journal also included in Emerging Source Citation Index (ESCI) with value of 0.9 published by Clarivate Analytics. The journal is indexed by PubMed, Scientific Scholar, CrossRef, and PORTICO databases for greater visibility. The journal is fully open access; therefore, it is also included in Directory of Open Access Journals (DOAJ) – an intensive platform that index peer reviewed open access journals. On the parameter of journal quartile, it falls under Q3 as per SCOPUS CiteScore Quartile and Q4 as per Emerging Source Citation Index Quartile. A few past journal specific neurology and neuroscience journals for which bibliometric studies have been published discussing the research trends of these. These includes the journal ‘Neuroinformatics’ highlighting the emerging area of machine learning, neuroimaging and data sharing within twenty years research (Guillén-Pujadas et al., 2025); five years bibliometric analysis of ‘Cuban Journal of Neurology and Neurosurgery’ (Landrove-Escalona et al., 2022), ‘Polish Journal of Neurology and Neurosurgery’ (Wszolek et al., 2021) and, ‘American journal of neuroradiology’ (Wszolek et al., 2021). Fundamentally, all these studies referred to productivity aspects of research including thematic analysis. So, despite of growing importance of neurology and publication trends, rural neurology research addressing neurological disease burden has not been part of any studies. Though productivity and thematic studies have been studies but not rural neurology journal. So, the study aimed at covering rural neurology research as one of the studies covering longitudinal, journal specific bibliometric analysis spanning over a period of sixteen years. The purpose of this paper is two folded, one to identify the publication output in the form of annual trends, key output from authors, institutions and country with their citation impact and other to identify and analyse key themes through keyword analysis to mine the trends of research published in the journal. Unlike other studies assessing primarily the general neurology journal performance, the study offers a multidimensional evaluation in rural neurological context. It integrates the temporal analysis of publication, citation dynamics, performance of author, institutions and country level productivity and impact; and thematic mapping of research focus based on author keywords. These objectives align to the purpose of bibliometric studies aimed at use statistical methods in scientific publication in a given domain (Pritchard, 1969). The bibliometric analysis helps in understanding the temporal growth and trends over a period.
METHODOLOGY
The Journal of Neuroscience in Rural Practice is a SCOPUS indexed journal and its indexing in the databases started from 2010. The data was downloaded from the database using the search string SRCTITLE (“Journal of Neurosciences in Rural Practice”) AND PUBYEAR > 2010 AND PUBYEAR < 2025.
The downloaded data was analysed using Bibliomagika (v.2.10.3) (Ahmi, 2024). Furthermore, there are many missing data in the bibliographic records noticed. These pertains to missing author, institutions, country; duplicate author, abbreviated or short institutional name, variant form of keywords. These missing data leads to inaccurate analysis of the results. So, all these missing data were manually analysed using Bibliomagika and the variant form of institutions or keywords were hormonized using OpenRefine software (Ahmi, 2023). For the purpose of creating visualization network, VOSViewer bibliometric analysis tool was used (Van Eck & Waltman, 2010). After cleaning and hormonising, the following bibliometric indicators were analysed:
- Temporal analysis of publication and citation trends.
- Publication by authors, institutions and country.
- Thematic analysis based on author keywords.
RESULTS
Publication Trends
The indexing of articles published in ‘Journal of Neurosciences in Rural Practice’ started from 2010. The temporal trend of publication shows a steady and dynamic growth pattern and given in Table 1. Over sixteen years, the journal has published 2294 documents where 381 (16.61%) as single author publication and 1910 (83.26%) as multiauthor publication. This indicates that over the period there is a strong culture of collaborative and multiauthor publications in the field published in this journal. The contribution came from 8702 authors with an average of 3.79 authors per paper. A notable feature is that 74.46% of these publications (1708 papers) have been cited, indicating significant academic impact in terms of citation, and the cited 1708 document accumulated 14069 citations. The overall citations per paper have been found to be 6.13 citations whereas cited publication has averaged 8.24 citations per cited papers tending to a meaningful impact. The benefits of longer citation windows and citation trends is prominently reflected for initial years (2012–2020) with citation averaging one thousand or more, whereas more recent years reflect a surge in publication numbers and lower citation averages due to shorter exposure time (Figure 1). Overall, the bibliometric profile of the journal highlights its growing influence in neurosciences, particularly in rural and applied health contexts (Table 2).
| Main Information | Data |
|---|---|
| Publication Years | 2010-2024 |
| Total Publications | 2294 |
| Citable Year | 16 |
| Number of Contributing Authors | 8702 |
| Number of Cited Papers | 1708 |
| Total Citations | 14,069 |
| Citation per Paper | 6.13 |
| Citation per Cited Paper | 8.24 |
| Citation per Year | 1004.93 |
| Citation per Author | 1.62 |
| Author per Paper | 3.79 |
| Citation sum within h-Core | 6,575 |
| h-index | 39 |
| g-index | 59 |
| m-index | 2.438 |
| Year | TP | NCA | NCP | TC | ACPP | C/CP |
|---|---|---|---|---|---|---|
| 2010 | 45 | 147 | 42 | 417 | 9.27 | 9.93 |
| 2011 | 68 | 200 | 48 | 845 | 12.43 | 17.6 |
| 2012 | 149 | 423 | 99 | 1365 | 9.16 | 13.79 |
| 2013 | 219 | 655 | 145 | 1467 | 6.7 | 10.12 |
| 2014 | 196 | 584 | 144 | 1155 | 5.89 | 8.02 |
| 2015 | 179 | 649 | 144 | 1405 | 7.85 | 9.76 |
| 2016 | 199 | 734 | 162 | 1189 | 5.97 | 7.34 |
| 2017 | 229 | 849 | 178 | 1562 | 6.82 | 8.78 |
| 2018 | 148 | 593 | 130 | 1216 | 8.22 | 9.35 |
| 2019 | 170 | 687 | 144 | 1018 | 5.99 | 7.07 |
| 2020 | 147 | 635 | 115 | 1069 | 7.27 | 9.3 |
| 2021 | 146 | 692 | 122 | 668 | 4.58 | 5.48 |
| 2022 | 137 | 611 | 98 | 322 | 2.35 | 3.29 |
| 2023 | 155 | 730 | 96 | 275 | 1.77 | 2.86 |
| 2024 | 107 | 513 | 41 | 96 | 0.9 | 2.34 |
| Total | 2294 | 8702 | 1708 | 14069 | 6.13 | 8.24 |
Type of publications
The Majority of (1403, 61.16%) publications were articles, followed by letter (377; 16.43%), note (249; 10.85%), editorial (135;5.88%), review (111;4.84%), short survey (11;0.48%), erratum (1;0.31%) and retracted (1;0.04). These document types are general guidelines of the journal in which author can publish paper. However, the retraction is a concern for both author and journal to demerit the reputation (Mallapaty, 2025).
Geographical Distribution
The authors from 89 countries published their papers in Journal of Neuroscience in Rural Practice. Table 3 presents top 14 countries contribution to the journal with 21 or more publications. These publication ranges maximally (21 to 1427 publications). The maximum contribution came from India (1427 publications), United States (192 publications) and Turkey (89 publications). The results indicates that the India leads significantly in terms volume of publications and also the Number of Contributing Authors (NCA = 5689). These papers accumulated 9268 citations with Average Citations Per Paper (ACPP = 6.52) and average citation per cited paper (C/CP = 8.12). The citation data shows a reasonable modest compared impact to other countries. It indicates that though India contributed high volume of research the global impact and visibility is comparatively moderate. The United States ranked 2nd in volume of publications (TP = 192; TC=1267), shows relatively high citation influence (C/CP = 9.60), indicating better quality or more impactful outputs per paper. Similarly, Turkey (ACPP = 8.42, C/CP = 11.18) and Nigeria (ACPP = 8.82, C/CP = 9.80), despite lower productivity (TP < 100), demonstrate stronger citation performance, which reflects higher international visibility and recognition of their publications relative to their output.
| Country | TP | NCA | NCP | TC | ACPP | C/CP |
|---|---|---|---|---|---|---|
| India | 1427 | 5689 | 1145 | 9298 | 6.52 | 8.12 |
| United States | 192 | 476 | 132 | 1267 | 6.6 | 9.6 |
| Turkey | 89 | 301 | 67 | 749 | 8.42 | 11.18 |
| Nigeria | 60 | 240 | 54 | 529 | 8.82 | 9.8 |
| Italy | 48 | 180 | 27 | 236 | 4.92 | 8.74 |
| United Kingdom | 48 | 87 | 26 | 377 | 7.85 | 14.5 |
| Thailand | 32 | 106 | 26 | 198 | 6.19 | 7.62 |
| Germany | 30 | 51 | 16 | 142 | 4.73 | 8.88 |
| Greece | 27 | 83 | 20 | 127 | 4.7 | 6.35 |
| Japan | 26 | 72 | 12 | 60 | 2.31 | 5 |
| Colombia | 26 | 70 | 24 | 531 | 20.42 | 22.13 |
| Malaysia | 25 | 66 | 17 | 131 | 5.24 | 7.71 |
| Canada | 25 | 59 | 20 | 118 | 4.72 | 5.9 |
| Brazil | 23 | 46 | 14 | 57 | 2.48 | 4.07 |
The country like Italy (TP=48) and Germany (TP30) from European region) produced a moderate number of publications. However, their citation averages remain below the global leaders, indicating limited impact. In contrast, the United Kingdom (TP=48) shows notable influence with a high C/CP = 14.50, demonstrating that its research, though modest in volume, is particularly impactful.
A striking outlier is Colombia, with only 26 publications but an exceptionally high Average Citations Per Paper (ACPP = 20.42) and average Citation of Cited Publications (C/CP = 22.13), reflecting high-quality outputs that attract significant international citations, possibly due to highly specialized or groundbreaking contributions. Similarly, Thailand and Malaysia contribute moderate publications with mid-range impact values, reflecting steady participation but limited global visibility. Brazil has shown least impact for its 23 publications.
Co-Citation Network of Top Countries
The country collaboration was analysed with the help of VOS Viewer Network diagram and it can be concluded that the India has been a central collaborating country with its strong linkage between United States, United Kingdom, Nigeria, Thailand, and Malaysia. This collaborative network indicates a leading international collaboration which has been majorly published in the journal (Figure 2). It also an indication that the Journal is focussing on not only local research, but rather international research are also well covered in the journal. The strong collaboration network can be viewed between (India-centered collaboration) Bangladesh, Canada, Nigeria, Thailand, Nepal, and Malaysia which can inferred as South–South and Commonwealth collaborations. The second cluster where (US-centered collaboration) United States, Mexico, Ecuador, New Zealand, and Malaysia, suggesting North–South collaboration pattern. The third cluster (UK-centered collaboration) represented by United Kingdom, Ireland, Portugal, Kenya, and Benin represented by academic and colonial-link research networks. The European collaboration includes Italy, Germany, Iran, and Austria indicating intra-European and Middle Eastern collaborations. The final cluster represented by Latin American collaboration which includes Brazil, Colombia, Mexico, and Serbia reflecting emerging Latin American network. These collaboration patterns underscore the journal’s strong South Asian foundation with increasing global integration. In conclusion, the degree of centrality and betweenness metrics position India as a bridge country to global connector.
Profile of Top 25 Organizations
Table 4 show top 25 institutions having contributions ranging from 14 to 124 publications, with together totalling 901 publications (39.01% share). These institutions have accumulated 5684 citations. All these most productive institutions having their publication in the journal are from India. The overall data shows the contribution from 1490 institutions from 88 countries. Other than India, Institutions from United States (157 institutes), Turkey (87 institutions), Italy (47 institutions), and United Kingdom (45 institutions) are prominent countries. The top three Institutions are National Institute of Mental Health and Neuro Sciences, India (TP=204; TC=1414 citations), All India Institute of Medical Sciences New Delhi, India (TP=87; TC=662 citations) and Postgraduate Institute of Medical Education and Research, India (TP=87; TC=683 citations).
| Institution Name | Country | TP | NCP | TC | ACPP | C/CP | h |
|---|---|---|---|---|---|---|---|
| National Institute of Mental Health and Neuro Sciences | India | 204 | 162 | 1414 | 6.93 | 8.73 | 20 |
| All India Institute of Medical Sciences New Delhi | India | 87 | 76 | 662 | 7.61 | 8.71 | 13 |
| Postgraduate Institute of Medical Education and Research | India | 87 | 74 | 683 | 7.85 | 9.23 | 13 |
| Jawaharlal Institute of Postgraduate Medical Education and Research | India | 49 | 40 | 378 | 7.71 | 9.45 | 10 |
| Sanjay Gandhi Postgraduate Institute of Medical Sciences | India | 39 | 32 | 114 | 2.92 | 3.56 | 6 |
| King George's Medical University | India | 31 | 25 | 187 | 6.03 | 7.48 | 7 |
| All India Institute of Medical Sciences Bhubaneswar | India | 30 | 24 | 143 | 4.77 | 5.96 | 6 |
| All India Institute of Medical Sciences Bhopal | India | 29 | 22 | 381 | 13.14 | 17.32 | 6 |
| Kasturba Medical College | India | 28 | 20 | 169 | 6.04 | 8.45 | 8 |
| Ramaiah Medical College | India | 28 | 21 | 177 | 6.32 | 8.43 | 8 |
| All India Institute of Medical Sciences Jodhpur | India | 27 | 20 | 102 | 3.78 | 5.1 | 6 |
| Datta Meghe Institute of Higher Education & Research (Deemed to be University) | India | 25 | 19 | 127 | 5.08 | 6.68 | 7 |
| Sree Chitra Tirunal Institute for Medical Sciences and Technology | India | 25 | 19 | 126 | 5.04 | 6.63 | 7 |
| SMS Medical College | India | 23 | 17 | 105 | 4.57 | 6.18 | 7 |
| All India Institute of Medical Sciences Rishikesh | India | 21 | 18 | 63 | 3 | 3.5 | 5 |
| Dr. Rajendra Prasad Government Medical College | India | 21 | 20 | 157 | 7.48 | 7.85 | 7 |
| Peerless Hospital & B.K. Roy Research Center | India | 19 | 13 | 52 | 2.74 | 4 | 5 |
| Christian Medical College | India | 19 | 14 | 96 | 5.05 | 6.86 | 7 |
| Banaras Hindu University | India | 18 | 17 | 104 | 5.78 | 6.12 | 6 |
| Nizam's Institute of Medical Sciences | India | 17 | 17 | 97 | 5.71 | 5.71 | 6 |
| National Neurosciences Centre | India | 16 | 7 | 25 | 1.56 | 3.57 | 3 |
| Govind Ballabh Pant Institute of Postgraduate Medical Education and Research | India | 15 | 11 | 60 | 4 | 5.45 | 6 |
| Dr. Ram Manohar Lohia Hospital | India | 15 | 11 | 82 | 5.47 | 7.45 | 6 |
| Ministry of Health and Family Welfare | India | 14 | 10 | 29 | 2.07 | 2.9 | 4 |
| Dr. Sampurnanand Medical College | India | 14 | 14 | 151 | 10.79 | 10.79 | 7 |
The Network diagram created for institutional collaboration, the National Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru appears as the largest and most central node in the network (Figure 3). It signifies the highest publication frequency. Similarly, Postgraduate Institute of Medical Education and Research (PGIMER), Chandigarh, and the All India Institute of Medical Sciences (AIIMS), New Delhi & Bhopal) also emerge as prominent secondary hubs, suggesting substantial contributions and partnerships within the Indian neurology research landscape. There are intense intra-institutional collaborations which is quite prominent among AIIMS and NIMHANS suggesting strong collaborative research among these. Few peripheral institutions, such as Sher-i-Kashmir Institute of Medical Sciences and Nizam’s Institute of Medical Sciences showing occasional collaboration. These network collaborations present three key insights in terms of density. The moderate density reflects collaboration shows institution-centric rather than nationally integrated. The high-density network reflects dominance collaboration between the institutions, and the low-density network reflects dispersed collaboration. It can be argued that the knowledge flow from predominantly vertical (from premier institutions to smaller institutions) i.e. elite institutions such as NIMHANS, AIIMS, and PGIMER plays anchoring roles than the other institutions such as Nizam Institutes, Ramaiah Medical College, Shere Kashmir Institute of Medical Science.
Profile of Top Authors
Table 5 presents the profile of top 20 authors individually contributed 14 or more publications in the journal. These authors contributed 391 publications (TC=3452; ACPP=8.83 Citations). Though journal has international scope, most of the authors have their affiliation from India (showing regional centrality), except Luis Rafael Moscote-Salazar from Universidad de Cartagena, Colombia. The analysis of authors productivity has been analysed based on Total Publication (TP), Total Citation (TC), Average Citation Per Paper (ACPP) and h-Index. The leading author is Dhaval Prem Shukla Prem Shukla (NIMHANS, India) with 50 publications, 248 citations, and an h-index of 8. Though the author has dominance in publication but ACPP of 4.96 citations suggest moderate research impact. Second most productive author Prasad Krishnan (31 Papers) has lower citation impact (ACPP = 1.81), showing high productivity but limited citation influence. The third most productive author Amit Agrawal (AIIMS Bhopal) stands out for high impact - 420 citations for 30 papers with ACPP = 14.00 citations. It indicates influential and widely cited research. This combination of quantity and quality marks him as a key thought leader within the journal’s authorship network. The average citation per paper varies from ACPP of 1.81 (Indian authors) to ACPP of 18.11 citations (International Authors), indicating strong international collaboration or publication in globally relevant subfields in contrast regionally focused Indian authors. In terms of author’s affiliation, NIMHANS, AIIMS (New Delhi, Bhopal), Raimaiya Medical College are the leading. The authors like Sandeep Grover (ACPP = 16.87) and Moscote-Salazar (ACPP = 18.11) shown high citation averages with moderate output inferring quality-focused research output. Conversely, author like Prasad Krishnan (TP=31; ACPP=1.81) and Guru Dutta Satyarthee (17; ACPP=2.53) have high productivity with lower ACPP reflects breadth of contribution but limited scholarly impact. So, in terms of Productivity–Impact Relationship, it can be inferred that the papers published in the journal does not reflects the high productivity and high impact specially in case of Indian Authors (Shukla; TP=50, ACPP=4.96), but it is true in case of International authors where moderate productivity with high impact (Moscote-Salazar; TP=18, ACPP=18.11). Not many authors have strong collaboration network except (Shukla, Dhaval Prem), and some of the recently active authors Kuntal Kanti Das, showing recent research are more collaborative than older research (Figure 4).
| Full Name | Current Affiliation | Country | TP | TC | ACPP | h |
|---|---|---|---|---|---|---|
| Shukla, Dhaval Prem | National Institute of Mental Health and Neuro Sciences | India | 50 | 248 | 4.96 | 8 |
| Krishnan, Prasad | National Neurosciences Centre | India | 31 | 56 | 1.81 | 5 |
| Agrawal, Amit | All India Institute of Medical Sciences Bhopal | India | 30 | 420 | 14 | 7 |
| Menon, Vikas | Jawaharlal Institute of Postgraduate Medical Education and Research | India | 21 | 190 | 9.05 | 8 |
| Devi, Bhagavathula Indira | National Institute of Mental Health and Neuro Sciences | India | 21 | 255 | 12.14 | 10 |
| Mehta, Anish | Ramaiah Medical College | India | 19 | 127 | 6.68 | 6 |
| Mahale, Rohan R. | Ramaiah Medical College | India | 18 | 130 | 7.22 | 6 |
| Moscote-Salazar, Luis Rafael | Universidad de Cartagena | Colombia | 18 | 326 | 18.11 | 6 |
| Somanna, Sampath | National Institute of Mental Health and Neuro Sciences | India | 18 | 161 | 8.94 | 7 |
| Satyarthee, Guru Dutta | All India Institute of Medical Sciences New Delhi | India | 17 | 43 | 2.53 | 4 |
| Srinivasa, Rangasetty | Ramaiah Medical College | India | 17 | 134 | 7.88 | 7 |
| Bhat, Dhananjaya Ishwar | Aster RV Hospital | India | 16 | 141 | 8.81 | 7 |
| Mahadevan, Anita | National Institute of Mental Health and Neuro Sciences | India | 15 | 140 | 9.33 | 7 |
| Gupta, Anupam | National Institute of Mental Health and Neuro Sciences | India | 15 | 171 | 11.4 | 7 |
| Sandeep, Grover K. | Postgraduate Institute of Medical Education and Research | India | 15 | 253 | 16.87 | 7 |
| Sarkar, Siddharth | All India Institute of Medical Sciences New Delhi | India | 14 | 141 | 10.07 | 7 |
| Acharya, Purushottam Thammaya | Ramaiah Medical College | India | 14 | 127 | 9.07 | 7 |
| Khanna, Meeka | National Institute of Mental Health and Neuro Sciences | India | 14 | 116 | 8.29 | 7 |
| Raina, Sunil Kumar | Dr. Rajendra Prasad Government Medical College | India | 14 | 129 | 9.21 | 6 |
| Javali, Mahendra Vishwanath | Ramaiah Medical College | India | 14 | 144 | 10.29 | 8 |
Highly-Cited Papers
The concepts citation analysis given by Eugene Garfield (1962) has been a popular choice for measuring the research impact in scientific domain. Since then many other authors have advocated citation based research impact assessments of individual, research groups or institutions (Aksnes et al., 2019; Leydesdorff et al., 2016; Moed, 2005). The journal reputation is also based on citations in the form of journal impact factor proposed by Garfield (1999). The articles which are published in journals decides the reputation being referred widely by the academic and research community making them highly cited works, representing landmark contributions, setting trends and future direction. The assessment of highly cited publications reflects the trend setting and superior research quality (Joshi, 2014; Waltman, 2016). The 2294 publication in JNRP accumulated 14069 citations with an average of 6.13 citations per paper. The analysis of highly cited papers with more than one hundred citations and their life cycle in terms of total citation received since its publication and average citation per year. Table 6 gives an overview of six most cited publications with more than 100 citations. The citation pattern is highly skewed to only one article Lakhan et al. (2020) (TC=281 citations) showing rapid bust of citation pattern. While older publications such as Aydin et al. (2011) (TC = 271) and Whelan & Remski (2012) (TC = 186) remain influential, but no other items approach the outlier’s impact, which affirms the Lotka-type distribution as a few papers attract most citations, while the majority accumulate modest counts (Lotka, 1926) (Figure 5).
| Authors | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | Total | Citation per Year |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Lakhan et al., (2020) | 1 | 28 | 59 | 87 | 64 | 42 | 281 | 46.83 | |||||||||
| Aydin et al., (2011) | 0 | 2 | 4 | 14 | 12 | 22 | 22 | 29 | 21 | 25 | 32 | 30 | 23 | 20 | 15 | 271 | 18.07 |
| Whelan & Remski (2012) | 2 | 1 | 4 | 4 | 8 | 6 | 9 | 12 | 11 | 25 | 20 | 28 | 21 | 9 | 160 | 11.43 | |
| Alvis-Miranda et al., (2013) | 2 | 2 | 11 | 9 | 4 | 14 | 9 | 12 | 18 | 21 | 10 | 12 | 1 | 125 | 9.62 | ||
| Gupta & Dwivedi (2017) | 5 | 9 | 23 | 25 | 21 | 9 | 11 | 2 | 105 | 11.67 | |||||||
| Alvis-Miranda et al., (2013) | 1 | 0 | 3 | 4 | 7 | 7 | 8 | 15 | 21 | 10 | 8 | 14 | 3 | 101 | 7.77 |
Thematic Analysis based on Author’s Keyword
The frequencies of the co-keywords or co-word analysis provides an overview of intellectual structure through thematic trends, hotspot of the research, mapping of intellectual structure which felicitate knowledge organization and review (Callon et al., 1983, 1991). The visualization using author keywords co-occurrence specifically focus on key concepts published in the paper on the subject domain and effective in information retrieval (Li, 2018). Figure 6 gives the author keywords cluster analysis for the articles published in Journal of Neuroscience and Rural Research reflected by the network analysis shows following clusters and themes. There were over all 13 clusters, out of which five major clusters is described as follows.
Cluster 1: Neuroimaging and Brain Injury (Red Cluster). The cluster represented by core terms such as magnetic resonance imaging, traumatic brain injury, outcome, headache, mortality, intracranial pressure. The cluster dominates within the network highlighting the importance of diagnostic imaging and outcome based studies.
Cluster 2: Stroke and Cerebrovascular Disorders (Yellow Cluster) – represented by keywords stroke, ischemic stroke, prognosis, meningitis, hypertension. It convey the theme related to stroke and cardiovascular diseases a major research focus. Further, its linkage with the keywords co-occurrence with prognosis, mortality, and risk factors highlights the research focus on epidemiological and clinical outcome studies. Furthermore, the prominent interconnection with the keywords telemedicine and COVID-19 suggesting the innovative care delivery models published in the journal.
Cluster 3: Mental Health and Psychiatric Comorbidities (Green Cluster) – represented by core terms like depression, anxiety, stress, suicide, mental health, children, elderly which a strong research focused on psychological and behavioral aspects of neurological disorders. The cluster reveals a growing intersection between neurology and psychiatry. It is a strong indication that the journal publishes more specially on this theme. Most of the research with high citation impact related to mental health discusses COVID-19 related work.
Cluster 4: Epilepsy and Seizure Disorders (Blue Cluster) is concentrated on epilepsy, seizure, antiepileptic drugs, pediatric, psychiatry which indicates the epilepsy management is a recurring and significant theme on which many authors publishing their work published in this journal. It also gives an insight about interdisciplinary research between neurology, pharmacology, and public health.
Cluster 5: Neurosurgical and Structural Disorders (Light Blue Cluster) covers prominent keywords hydrocephalus, cranioplasty, spinal cord injury, meningioma, decompressive craniectomy. It shows the research focus concentrated on neurosurgical interventions and complications. The linkage between keywords such as MRI and outcome, suggesting a clinical evaluation of surgical procedures (Table 7).
| Thematic Area | Research Orientation | Future Research Direction | Key References Aligned to the theme |
|---|---|---|---|
| Neuroimaging & Trauma | Diagnostic and outcome studies | AI-based imaging and predictive analytics | (Shukla & Devi, 2010; Yue et al., 2020) |
| Stroke & Cerebrovascular Diseases | Clinical prognosis and risk factor studies | Preventive neurology and tele-stroke networks | (Alvis-Miranda et al., 2013; Tiwari et al., 2021) |
| Mental Health | Depression, anxiety, and stress comorbidities | Integration of mental health in primary neurological care | (Lakhan et al., 2020; Shah et al., 2020) |
| Epilepsy | Pharmacological and pediatric focus | Digital adherence tools and genetic studies | (Shetty et al., 2011; Zafar et al., 2019) |
| Neurosurgery | Surgical management and complications | Minimally invasive and simulation-based surgery in rural setups | (Moiyadi & Shetty, 2011) |
DISCUSSION
The purpose of the paper is to analyse the research publications appeared in Journal of Neurology and Rural Practice for a period of 2010-2024. It examines a sixteen years published literature in the journal capturing a full maturation trajectory of the journal by assessing 2294 documents, showing a strong collaborative culture and multiauthor publications. The results shows that the journal has shown a positive influence from early consolidation to international visibility providing a depth of longitudinal insight. Most of the publications have been cited showing a fair research impact in terms of citation, however, the citation pattern is not high rather shown a medium citation impact of about 6.13 citations per paper. This finding reveals that there is a coupling between publication volume and citation impact. Authorship patten shown a multi authorship pattern over the year. The publication also shown a multi authorship pattern over the period where 83.26% publication have been authored in joint collaboration. The pattern in the journal highlights its growing influence in neurosciences. Based on the publication, it can be inferred that the global nature of journal where the authors from 89 countries have contributed to the journal. Majority of the publication came from India, however, on citation front, the global impact and visibility is comparatively moderate. Similarly, the publications from European region, through have good contribution, but demonstrated less citation impact except United Kingdom. The publications from Columbia have shown striking results in citation impact. It is evident from the results of country productivity, where India’s dominant authorship and disproportionate high citation impact of low output countries like Columbia and United Kingdom. Such results have not been shown in any other similar studies carried out for journal specific analysis. In co-citation network, the India has been at centre stage which indicates that majority of authors have collaboration with Indian authors, along with United States, Italy, and Thailand. Among the top institutions, the National Institute of Mental Health and Neurosciences Bangalore has been the most productive institutions among all which is an obvious results as it is one of the premier institute engaged in neurology research. These results uniquely situates institutions and author collaboration pattern within rural neurological research, indicating that the research productivity is anchored in small number of key institutional of national importance while international collaboration operates through limited set of countries. Similarly, the almost all the top authors are from India except one author from Columbia, showing regional concentration. The thematic analysis advances by dominance of keywords neuroimaging, stroke and cerebrovascular disorder, mental health and psychiatric comorbidities, epilepsy and seizure disorder and neurosurgical disorders. These findings demonstrate a systematic gap in the research focussing on artificial intelligence specific diagnostic, predictive modelling for rural care. Such lags demands for rigorous methodological approach in rural neurological research.
The thematic and research focus based on the published literature in the Journal of Neurology in Rural Practice demonstrates a multidimensional research focus that integrates clinical neurology (stoke, trauma, epilepsy); Mental health (depression, anxiety, stress), and Technological innovation (telemedicine, imaging). The theme emerged through the network analysis shows a balance between disease-oriented and service-delivery research. Furthermore, the new direction of research emerges and can be considered for future research includes AI based imaging and predictive analysis to minimally invasive and simulation techniques in surgery, which can demonstrate how neurology practice is evolving toward interdisciplinary, patient-centered, and technology-driven care models. The publication area missing in the journal includes artificial intelligence application in imaging, preventive neurology, minimally invasive and simulation-based research. It gives an indication of future scope for inclusion of such research work in upcoming issues of the journals.
CONCLUSION
The bibliometric analysis of the article published in the journal of neurology and rural practice shows a constant publication pattern with moderate citation impact. The concentration of contributions is more reflected within select Indian medical institutions. There is a mix of productive and high-impact authors, suggesting both breadth of participation and depth of influence. It also gives an indication that the journal is maturing into a specialized niche platform of neurological research. However, the journal also consider the emerging areas of research such as artificial intelligence to expand its horizon into multidimensional scope.
