Bibliometric analysis of research of the behavioral and social dimension of the public health system of the world
Why this work is in the frame
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Bibliographic record
Abstract
The paper emphasizes the importance of human health as the most valuable, most important resource at the individual and national level, affecting the country’s socio-economic development and competitiveness. It states that it is necessary for the actors ensuring the public health system to form a new concept for the functioning of the health system, taking into account the current state of public health, the functioning of medical institutions, and the resource support of the healthcare industry. The primary purpose is to conduct a bibliometric analysis of scientific publications dealing with the global behavioral and social dimension of the public health system. The systematization of literary achievements and approaches to solving this problem has been carried out, which indicates the need for proper attention and high-quality, conceptual, international research by world scientists on issues related to the state and level of public health, satisfaction with the healthcare system. The relevance of the analysis of research on the behavioral and social dimension of the public health system of the world implies that the further development of the healthcare industry necessitates research, intensive development, and dissemination of available scientific and methodological international experience in solving this issue of the public health system in different countries worldwide. The research consisted of four stages. A map of the interrelationships of key concepts with other scientific categories has been constructed; a content-contextual study of the constructed blocks of bibliometric analysis has been implemented; an inter-cluster analysis has been carried out. A map of the interrelationships of the key concepts under study with other scientific categories has been constructed, reflecting the dynamics in the form of a contextual-time block; the evolutionary-time prospects of the study have been determined. A geographically extensive map of the scientific bibliography of the categories under study has been constructed; the spatial component of the study has been analyzed. A territorially branched map of the spatio-temporal dimension of the category under the study in dynamics has been constructed. The methodological tools of the research are theoretical (grouping, abstraction, synthesis) and empirical methods (observation, description), research methods, services of the Scopus information platform, and VOSViewers tools.1.6.15. The study was conducted based on the publications indexed by the Scopus database for 2000-2020. The objects of research were the following scientific categories: “health care system, medical services, behavioral aspect, social aspect,” the countries United States, Germany, Norway, Greece, United Kingdom, Australia, Canada, India, Netherlands, China, Brazil, Switzerland, Denmark, Belgium, Iran, Japan, Italy, Spain, because these two groups of objects allowed to conduct two-directional analysis of the problem under study. The results of the bibliometric analysis presented in the paper showed that the aspect of the behavioral and social dimension of the public health system was relatively young and insufficiently developed; the attention of the scientific community for a long time on this issue was mainly concentrated in the United States and the United Kingdom. China, Iran, and Japan were less involved in this process at an earlier time interval, but this research became relevant for them in recent years. The study results can be used to identify the most potential priority areas for forming the policy and strategy of the state health system, based on determining the main significant, modern, relevant characteristics of the healthcare industry.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.012 | 0.014 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it