3.1 General data
Figure 1 shows the study design and analytical approach. After removing irrelevant articles, 1693 publications were included in the final analysis comprising 7175 authors, 2279 institutions, 109 countries/regions, and 495 journals.
3.2 Publication trend
Figure 2 shows the publication trend. The publication period was classified into three phases (Phase I, 1999–2012; Phase II, 2012–2016; Phase III, 2016–2022). In Phase I, publications gradually increased from 40 to 90 per year. In Phase II, the annual publications were maintained between 100 and 110. After 2016, a downward trend in number of publications was observed, with only 60 publications in 2021 and 36 publications by the first nine months of 2022. In addition, the foremost three publication trends in prolific countries were presented.
3.3 Top contributing countries
Figure 3 shows the top ten most prolific countries and the corresponding collaborative network. The USA ranked first with 819 publications (48.4% of the whole) and 26,474 TC, followed by South Africa (232 publications and 6401 TC) and the UK (154 publications and 4643 TC) (Fig. 3A). For CPP, Kenya ranked first with 40.5 CPP, followed by the USA (32.3 CPP) and the UK (30.1 CPP). VOSviewer module of co-authorship-country was used to present data for international collaborative networks. The 23 prolific countries/regions formed a cooperative network with at least 25 publications. The USA, South Africa, the UK, and China had the most significant nodes with relatively thick links. The highest degree of cooperation and total link strength was observed in the USA (TLS = 355) and cooperated with 22 prolific countries. South Africa (TLS = 250), Canada (TLS = 193), and the UK (TLS = 124) had more vital academic collaborations than the US.
3.4 Top contributing institutions
Figure 4 reveals the most prolific institutions which published at least 20 articles. More than a quarter (27.2%) of the articles in HIV nursing were published by the top ten prolific institutions. The University of California (San Francisco, USA) ranks first with 86 publications, followed by the University of Cape Town (South Africa) with 56 publications and the University of Kwazulu-Natal (South Africa) with 50 publications. Regarding citations, the University of Cape Town (South Africa) ranks first with 2716 TC and 148.5 CPP, followed by the University of California (San Francisco, USA) with 2433 TC and 28.3 CPP, and the University of California (Los Angeles, USA) with 1638 TC and 35.6 CPP. VOSviewer was used to visualize the institution's collaborative network. Figure 4B shows the top 29 prolific institutions grouped into four clusters. The most significant cluster includes institutions from the USA (e.g., the University of California in San Francisco, the University of Washington, the University of California in Los Angeles, and Johns Hopkins University). Additionally, several institutions were from South Africa and Canada (e.g., the University of Cape Town, the University of Kwazulu-Natal, the University of Witwatersrand, and the University of Toronto).
3.5 Top contributing authors
Figure 5 shows the top contributing authors (at least five papers) and the collaborative map. William L. Holzemer (Rutgers State University, USA) with 16 publications, Greeff Minrie (North-West University, South Africa) with 16 publications, and David E. Vance (University of Alabama at Birmingham, USA) with 13 publications were identified as the top three most prolific authors. Regarding citations, William L. Holzemer also ranked first with 726 TC and 45.4 CPP, followed by Greeff Minrie with 622 TC and 47.8 CPP, and Fairall Lara (University of Cape Town, South Africa) with 510 TC and 56.7 CPP. VOSviewer was used to analyze the inter-authors' cooperative network and their active time. Figure 5B shows that 68 authors published at least five articles. Six scholar groups with relatively high collaboration rates were identified: cluster# 1 was centered on Zwarenstein Merrick, Fairall Lara, and Lewin Simon (most of them are from South Africa); cluster# 2 was centered on Greeff Minrie et al. (most of them are from South Africa and USA); cluster# 3 was centered on Suominen Tarja and Valimaki Maritta (most of them are from University of Tampere, Finland); cluster# 4 was centered on Campbell Catherine and Nyamukapa Constance (most of them are from England); cluster# 5 was centered on William L. Holzemer and Allison R. Webel (most of them are from the USA); and cluster# 6 was centered on Wang Honghong and Li Xianhong (most of them are from China and the USA). Additionally, a timeline view was used to present the active time of different authors in this field. Scholars in cluster# 2 and cluster# 3 were engaged in the early stage (average publication year before 2010). Scholars in cluster# 1 and cluster# 4 were involved in the middle stage (average publication year around 2013). Scholars in cluster# 5 and cluster# 6 were active in the late Phase (average publication year after 2015).
3.6 Top contributing journals
Table 1 shows the top ten most cited publications in HIV nursing. Of these, only one publication was a review, and the remaining were original articles. DL Paterson et al. published the most cited paper (2372 TC) in the Annals of Internal Medicine, titled "Adherence to protease inhibitor therapy and outcomes in patients with HIV infection" [12]. In this article, the authors recruited 99 HIV-infected patients to assess the effects of different levels of adherence to therapy on virologic, immunologic, and clinical outcomes. These patients were prescribed a protease inhibitor, used no medication organizer, and received no medications. The results showed that adherence was dramatically correlated with the successful virologic products involved in psychiatric disorders, improving adherence to therapy. Interestingly, they also found that physicians mispredicted patients' adherence (41%), higher than that of nurses (30%), which highlighted the role of nurses in improving the medical adherence of HIV patients. Citations per year could be used to evaluate how much attention the publications have received per year and is an indicator of importance. In 2014, Kann L et al. published the highest cited article (n = 144.6), titled "Youth Risk Behavior Surveillance - United States, 2013." In this article, the authors revealed that nearly half of the US students in high school had sexual intercourse, risking sexually transmitted infections, including HIV [13]. Additionally, the review by Callaghan M et al. has many citations (n = 423 TC, 35.3 citations/year), titled "A systematic review of task-shifting for HIV treatment and care in Africa." The author comprehensively analyzed the task shifting model (delegating physician tasks to lower-level staff, e.g., nurses or substitute health care workers) for antiretroviral therapy scale-up in sub-Saharan Africa. The results showed that task shifting provided high-quality, cost-effective care to more patients than the physician-centered model [14].
Table 1
Top 10 most cited publications
Rank | First Author | Title | Document Type | TC | Citation/year | Journal | Year |
1 | Paterson, DL | Adherence to protease inhibitor therapy and outcomes in patients with HIV infection | Article | 2372 | 107.8 | Ann. Intern. Med. | 2000 |
2 | Kann, L | Youth Risk Behavior Surveillance - United States, 2013 | Article | 1157 | 144.6 | MMWR Surv. Summ. | 2014 |
3 | Foxman, B | Epidemiology of urinary tract infections: Incidence, morbidity, and economic costs | Article | 1108 | 55.4 | Am. J. Med. | 2002 |
4 | Lester, RT | Effects of a mobile phone short message service on antiretroviral treatment adherence in Kenya (WelTel Kenya1): a randomised trial | Article | 848 | 70.7 | Lancet | 2010 |
5 | Kann, L | Youth Risk Behavior Surveillance - United States, 2015 | Article | 708 | 118.0 | MMWR Surv. Summ. | 2016 |
6 | Aiken, LH | Measuring organizational traits of hospitals: The revised nursing work index | Article | 507 | 23.0 | Nurs. Res. | 2000 |
7 | Foxman, B | Epidemiology of urinary tract infections: Incidence, morbidity, and economic costs | Article | 464 | 24.4 | DM-Dis.-a-Mon. | 2003 |
8 | Callaghan, M | A systematic review of task- shifting for HIV treatment and care in Africa | Review | 423 | 35.3 | Hum. Resour. Health | 2010 |
9 | Myer, L | Common mental disorders among HIV-Infected individuals in South Africa: Prevalence, predictors, and validation of brief psychiatric rating scales | Article | 308 | 22.0 | Aids Patient Care STDS | 2008 |
10 | Edlin, BR | Toward a more accurate estimate of the prevalence of hepatitis C in the United States | Article | 307 | 43.9 | Hepatology | 2015 |
3.7 Analysis of co-citation references
Co-citation analysis was performed using CiteSpace and VOSviewer to examine the scientific paradigms evolution in the HIV-nursing field. As shown in Fig. 6A, this network showed publications with more than 20 citations. Large nodes indicated that the publications received more citations. The red nodes represent an outstanding contribution to this field's development. Important references in sub-domains of this field were connected. For example, "McCann TV, 1998, J ADV NURS, V27, P267 " [15] titled "Educational intervention with international nurses and changes in knowledge, attitudes, and willingness to provide care to patients with HIV/AIDS." This article bridges the knowledge between cluster# 13 (avoidance) and cluster# 6 (knowledge). Moreover, CiteSpace also identified the influential co-cited references at different times. Articles published around 2000 were centered on topics about "avoidance," "HIV disclosure," and "health care workers." Articles published around 2010 were centered on topics about "knowledge," "adherence," "fatigue," "task shifting," and "occupational health." Articles published around 2020 were centered on topics about "HIV stigma," "discrimination," "pollution," and "clinical training." Fig. 6B lists these essential articles and their active time. Furthermore, several articles that received much attention between 2020 and 2022 were identified, including Sanne et al. [8], where a randomized non-inferiority trial was used to verify whether the primary task of administering ART to HIV patients could be shifted from physicians to nurses. The results showed that nurse-supervised ART outcomes for HIV patients were not inferior to physician-monitored treatment. This finding supports the transfer of ART tasks to appropriately trained nurses to monitor ART. A systematic review of task-shifting for HIV treatment and care in Africa was performed by Callaghan et al. [14]. In their study, task-shifting provided high-quality, cost-effective care to more patients than physician-centered care. HIV treatment and care staffing shortages can be addressed through task shifting. Fairall et al.'s findings in South Africa suggested that task-shifting from doctors to primary care nurses is feasible. That task shifting can improve health outcomes and quality of care [6].
3.8 Analysis of keywords
Table 2
label | replace by |
acquired immunodeficiency syndrome | AIDS |
aids | AIDS |
antiretroviral treatment | antiretroviral therapy |
attitudes | attitude |
healthcare workers | health care workers |
hiv | HIV |
hiv infections | hiv infection |
hiv/aids | HIV |
human immunodeficiency virus | HIV |
nurses | nurse |
CiteSpace and VOSviewer were used to present important topics and research frontiers in the HIV-nursing field and to analyze keyword co-occurrence. To count the number of keyword occurrences more accurately, a thesaurus was used (Table 2) to merge keywords with similar meanings. For example, acquired immunodeficiency syndrome was replaced by AIDS, and HIV was replaced by human immunodeficiency virus. Finally, 72 keywords that appeared more than ten times were classified into seven clusters (Fig. 7A). The top ten most occurring keywords were "HIV" (n = 674), "AIDS" (n = 203), "nursing" (n = 117), "stigma" (n = 87), "nurse" (n = 79), "attitude" (n = 69), "antiretroviral therapy" (n = 62), and "South Africa" (n = 61). To decipher potential research frontiers in this field, the overlay map of keywords occurrence was generated using VOSviewer, and the keyword citation burst using CiteSpace. Keywords that were frequently used were detected at a particular period. Figure 7B shows the potential hot keywords (yellow) identified using VOSviewer, including "medication adherence," "HIV stigma," "depression," "nursing care," "social support," "aging," and "public health." Fig. 7C reveals the evolution of keywords between 1999 and 2022. The top 47 keywords with the most substantial citation bursts were displayed, showing that "human immunodeficiency virus" had the highest burst strength (n = 16.5). In the early stage, the keywords "stress," "physician," "HIV infection," and "health care workers" received much attention. Keywords such as "student," "AIDS-related stigma," "attitude," "education," and "predictor" also received much attention. In recent years (2015–2022), keywords have received much attention, for instance, "nursing care," "task shifting," "depression," "social support," "public health," and "HIV-related stigma."