MARKAZIY OSIYO GEOSIYOSATI XANTINGTON VA VALLERShTEYN NAZARIYALARI TALQINIDA
Bibliographic record
Abstract
Ushbu maqola Markaziy Osiyoning geosiyosiy dinamikasini Samuel P. Xantingtonning “Sivilizatsiyalar to‘qnashuvi” nazariyasi va Immanuel Vallershteynning “Jahon tizimlari” nazariyasi asosida tahlil qiladi. Maqola Xantingtonning madaniy-sivilizatsion chegaralarga asoslangan yondashuvi bilan Vallershteynning iqtisodiy yadro-periferik (core- periphery) dinamikasini Markaziy Osiyo kontekstida solishtirib, ularning kesishish nuqtalarini tanqidiy holda ko‘rib chiqadi. Ushbu ikki nazariyani qiyoslash orqali maqola zamonaviy Markaziy Osiyodagi siyosiy ittifoqlar, tashqi aralashuvlar va ijtimoiy-iqtisodiy rivojlanish tendensiyalarini qaysi nazariya samaraliroq tushuntirishini aniqlashga urinadi. So‘nggi geosiyosiy o‘zgarishlarni hisobga olgan holda, Xitoy, Rossiya va AQSh kabi global aktorlarning mintaqadagi ta’sirining kuchayishi hamda Markaziy Osiyo davlatlarining ushbu tashqi bosimlarga munosabatini tahlil qiladi.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.039 | 0.006 |
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".