Harmonization of national indicators for sustainable development of the administrative-territorial units with the requirements of the international community
Bibliographic record
Abstract
Russia's participation in global economic processes and joining the World Trade Organization (WTO) are aiming at harmonization of the quality of life indicators of the administrative-territorial units' population with the requirements of the international community. The need in the theoretical justification for the methods on establishing and evaluating of the quality of life indicators is recognized by all researchers of the territories sustainable development process. Currently there is no universally accepted integral index, both in Russia and abroad, which could be used to calculate the development of any economic system based on the sustainable development. At the initiative of the World Bank the task on scientific substantiation of the indicators for sustainable development of territories was entrusted to the Canadian specialists in the field of regional development. The above work has been completed and logically followed by the creation of a draft international standard 'Sustainable development of society - indicators on municipal services and quality of life' by the ISO/TC 268. The standard contains a set of various indicators allowing to establish the sustainable development indicators that can be presented in a clear and fairly simple way to a wide range of stakeholders providing information on the quality of accommodation at the relevant territory. Such information can serve as an objective measure on the competitiveness level of an administrative-territorial unit and a criterion for choosing it as an investment object. To assess the activities efficiency of executive and local self-governing authorities the President of the Russian Federation has issued decrees of August 21, 2012 Nr. 1199 and of October 14, 2012 Nr. 1384 on the relevant evaluation to be carried out. Statistic data prepared in accordance with the above decrees reflects absolute and relative indicators of socio-economic development and their dynamics in the national economy. However, the results of the above assessment cannot give a direct answer regarding the competitiveness of the administrative - territorial units and the quality of life. Given that Russia is a member of the WTO and carries out harmonization of its activities with those of the international community, there was a need in creation of a national technical committee on standardization in the field of sustainable development of the administrative-territorial formations. Such committee ? TC 115 "Sustainable development of administrative-territorial units' was created by Rosstandart on the initiative of the State Centre 'Test ? St. Petersburg' with the support of the regional authorities, scientific and public organizations.
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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 | 0.023 | 0.025 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.008 | 0.010 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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".