Modern Views on Various Aspects of the Psychological Health of Adolescents
Bibliographic record
Abstract
Objectives: The purpose of this article is to study and generalize, detect main tendencies in modern views on various aspects of the psychological health of adolescents in recent publications (taken into account the publication on multiple problems of adolescents’ health over the past decade: 2009-2019). Method: The literature search was conducted using Medline, TRIP Database and Cochrane Library to identify relevant medical studies over the past 10 years (2009-2019). The keywords search and title search and advanced search were applied in order to determine the articles and other forms of surveys on the general topic of adolescents’ psychological health. The articles were filtered for the TOP-30 concerning chronological principle and their actuality, novelty, citation level and deepness of the researchable aspect. Results: Multiple publications that focus on the psychological health of adolescents were detected. They concentrate on the principal factors that force pathological psychical behaviour among adolescents. E.g., the impact of family members' health and life-limiting conditions, unemployment and precarious employment, the negative impact of alcohol and the Internet, cognitive-behavioral therapy programs, the internalization of symptoms in depressive or anxious states, Internet-based therapy, responses to antidepressants, the Youth Version Short (EQ-i: YV-S) have been described. The chosen medical studies have been systemized in the form of a table and some of them were discussed more closely due to their importance and novelty. Conclusions: The study generalizes the most modern and innovatory views on aspects of the psychological health of adolescents in international publications taking into account synchronic and diachronic notions. The study may be used for close browsing of the current state of investigations in this scientific area as well as for further investigations in the forms of surveys and clinical experiments take notice of already detected and undetected yet problems.
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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 | 0.006 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.009 | 0.005 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".