Bibliometric analysis of research of the behavioral and social dimension of the public health system of the world
Notice bibliographique
Résumé
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.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,009 | 0,050 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,000 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,145 | 0,240 |
| Études des sciences et des technologies | 0,002 | 0,002 |
| Communication savante | 0,006 | 0,003 |
| Science ouverte | 0,001 | 0,002 |
| Intégrité de la recherche | 0,001 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,004 | 0,001 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».