Children, Society and Future. Proceedings of the III Congress on Mental Health: Meeting the Needs of the XXI Century
Bibliographic record
Abstract
The paper presents a review of the Collection of Research Papers of the III Congress on Mental Health: Meeting the Needs of the XXI Century – CHILDREN, SOCIETY, and FUTURE. The authors are medical and non-medical specialists from more than 130 research and educational institutions located in Russia, USA, Canada, Germany, UK, Israel, Spain, Greece, Brazil, Mexica, Portugal, Thailand, Belorussia, and Kyrgyz Republic. They share the latest results of research and practical activities on a wide range of mental health problems of children and adolescents in different areas of scientific knowledge including general medicine, psychiatry, psychotherapy, psychology, social policy, education, law, economics, sports and art. Scientific and practical evidence and approaches to solving problems in the field of mental health and well-being of children and adolescents, presented in an interdisciplinary format and described in more than 200 articles, provide invaluable reference materials for researchers and practitioners. The variety of topics and approaches to solving certain mental health problems of children and adolescents, touched upon in the works of representatives of different disciplines, reflects the breadth of search for general and specific answers to the most complex and painful questions, which in most cases requires thoughtful interdisciplinary interaction. To show this in all possible completeness and at the same time to try to stimulate the further development of these promising trends is the main goal of this Collection. The e-version of the collection is available on the Union for Mental Health website: http://www.mental-health-congress.ru/en/
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.
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 | 0.005 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.008 | 0.011 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.014 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.038 | 0.012 |
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".