Key directions in the organization of health care and prevention actions to reduce mortality from cardiovascular diseases in Ukraine
Bibliographic record
Abstract
1. Thesis, тезисы In English: [Mishchenko, M., Shevchenko, A., Mishchenko, A. (2020) Key directions in the organization of health care and prevention actions to reduce mortality from cardiovascular diseases in Ukraine. Abstracts of XVI international scientific and practical conference "Prospects for the development of modern science and practice" (Graz, Austria, 11 May 2020) (ISBN 978-1-64871-445-0) Pp. 80-82. https://doi.org/10.5281/zenodo.3820773] Keywords: cardiovascular diseases, myocardial infarction, cerebral stroke, mortality, prevention, thrombolysis, coronary stenting, endovascular thrombectomy, healthcare organization, stroke centers, reperfusion centers. На русском: [Мищенко М., Шевченко А., Мищенко А. (2020) Ключевые направления в организации медико-санитарных и профилактических мероприятий по снижению смертности от сердечно-сосудистых заболеваний в Украине. Тезисы докладов XVI международной научно-практической конференции "Перспективы развития современной науки и практики" (Грац, Австрия, 11 мая 2020 г.) (ISBN 978-1-64871-445-0). С. 80-82. https://doi.org/10.5281/zenodo.3820773 (На английском)] Ключевые слова: сердечно-сосудистые заболевания, инфаркт миокарда, церебральный инсульт, смертность, профилактика, тромболизис, коронарное стентирование, эндоваскулярная тромбэктомия, организация здравоохранения, инсультные центры, реперфузионные центры. 2. Certificates of conference participants Interconnected publications, взаимосвязанные публикации 01 [Mishchenko M.M., Shevchenko A.S., Mishchenko A.N. (2020) Risk factors of ishemic stroke and their interconnection. Dynamics of the development of world science: Abstracts of the 8th International scientific and practical conference (Vancouver, Canada, 2020, April 15-17). Publishing House “ACCENT” (ISBN 978-1-4879-3791-1). Pp. 124-129. https://doi.org/10.5281/zenodo.3755806] 03 [Ognev V.A., Mishchenko M.M., Mishchenko A.N., Shevchenko A.S. (2020) Study of risk factors of cerebral strokes according to the data of regional registers and national services of medical statistics. Perspectives of world science and education: Abstracts of the 8th International scientific and practical conference (Osaka, Japan, 2020, April 22-24). CPN Publishing Group (ISBN 978-4-9783419-8-3). Pp. 122-128. https://doi.org/10.5281/zenodo.3766421] 05 [Ognev V.A., Mishchenko M.M., Mishchenko A.N., Shevchenko A.S. (2020) About value and study of the various risk factors for the development of a cerebral stroke. Topical issues of the development of modern science: Abstracts of the 8th International scientific and practical conference (Sofia, Bulgaria, 2020, April 08-10). Publishing House “ACCENT” (ISBN 978-619-93537-5-2). Pp. 62-69. https://doi.org/10.5281/zenodo.3747558] 08 [Mishchenko M.M. Shevchenko A.S. Mishchenko A.N. (2020) About the influence of health care financing, medical personnel’s qualification and staffing to provide medical care for a patients with a cerebral stroke in Ukraine. Innovative development of science and education: Abstracts of the 2nd International scientific and practical conference (Athens, Greece, 2020, April 26-28). ISGT Publishing House (ISBN 978-618-04-3761-4). Pp. 73-78. https://doi.org/10.5281/zenodo.3774416] 09 [Mishchenko M.M., Mishchenko A.N., Shevchenko A.S. (2020) The identification of risk factors of cardiovascular disasters and monitoring of actions of medical staff. Scientific achievements of modern society: Abstracts of the 9th International scientific and practical conference (Liverpool, United Kingdom, 2020, April 28-30). Cognum Publishing House (ISBN 978-92-9472-193-8). Pp. 211-218. https://doi.org/10.5281/zenodo.3782811] 12 [Ognev V.A., Mishchenko M.M., Mishchenko A.N., Shevchenko A.S. (2020) World strategy on tobacco control and mortality from cardiovascular diseases in Ukraine. Modern science: problems and innovations: Abstracts of the 2nd International scientific and practical conference (Stockholm, Sweden, 2020, May 03-05). SSPG Publish (ISBN 978-91-87224-07-2). Pp. 102-108. https://doi.org/10.5281/zenodo.3787953]
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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 | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 0.004 |
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".