Definitions and Explication of the "Social Pediatrics" Concept: Results of the Terminological Analysis
Bibliographic record
Abstract
Objective : Our aim was to clarify and standardize the definitions of the term "social pediatrics." Methods : Terminological analysis, functional interpretative content analysis and method of expert assessments. Results : We found 86 definitions of the term "social pediatrics" in the Russian and foreign scientific sources (1939 to 2015). The earliest publication (1945) on social pediatrics was found in the PubMed database. After excluding duplicate and similar definitions, 24 logical definitions were included in the final analysis. Between 1970 and 1979, the highest number of foreign publications related to social pediatrics (PubMed) was found giving the grounds for considering this period the time of the official development of social pediatrics as a branch of science and practice abroad. Discussion: The definitions under the study compose a picture of a broader interpretation of the term "social pediatrics" in Europe, including different children healthcare levels (state, public, individual), while, for example, in Canada, the emphasis shifts towards a purely practical sphere — primary medical care with social pediatrics applied to vulnerable groups of children. Content analysis identified the main categories of social pediatrics in the presented definitions that were recorded in the developed matrix table. Conclusion: Based on the conceptual and categorical apparatus of social pediatrics, including a "holistic approach to healthcare," "social determinants of children's health," "preventive component," "children in difficult circumstances of life," "multidisciplinary approach/interagency cooperation," "system approach (to the organization of healthcare)," "health support," "psychosocial support," and "rights of the child," we introduced our own definition of social pediatrics. Preventive component of social pediatrics is recognized as one of the most important features according to both the content analysis and experts.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.029 | 0.065 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.020 | 0.018 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.007 | 0.008 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".