АРХЕОБОТАНИЧЕСКАЯ КОЛЛЕКЦИЯ СЕЛИЩА ГНЕЗДИЛОВО 6 И ЕЕ МЕСТО В КОНТЕКСТЕ СИНХРОННЫХ ПОСЕЛЕНИЙ
Bibliographic record
Abstract
В статье представлены результаты анализа археоботанической коллекции поселения второй четверти I тыс. н. э. Гнездилово 6. Культурные растения представлены четырьмя видами злаков – просом обыкновенным, пленчатым ячменем, пшеницей двузернянкой и мягкой пшеницей. Дикорастущие пищевые виды представлены находками скорлупы лесного ореха. Сравнение полученных данных с материалами из трех синхронных поселений бассейнов Оки и Волги показало значительную близость состава основных зерновых культур, однако в их долевых соотношениях наблюдаются некоторые расхождения. Наблюдаемое сходство в некоторых формах и орнаментации керамических сосудов наряду с археоботаническими материалами позволяет выдвинуть предположение о некоторой общности населения обширного региона, по крайней мере, в отдельных аспектах хозяйства и материальной культуры. The paper presents the results of the analysis of the archaeobotanical collection from Gnezdilovo 6. The site is a settlement dating to the second quarter of the 1st millennium AD. Domesticated plants are represented by four types of cereal species, namely, broomcorn millet, husked barley, emmer wheat and soft wheat. Wild edible species are represented by the finds of hazelnut shell. The comparison of the data obtained and the materials from three contemporaneous settlements from the Oka and Volga regions has shown great similarity in the list of main cereal species identified; yet percentage shares of cereals are somewhat different. Similarity in some shapes and ornamentation of ceramic vessels has been identified as well, suggesting that the population groups inhabiting this vast region had some common features, at least, related to specific characteristics of economy and material culture.
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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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.008 |
| Scholarly communication | 0.010 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.041 | 0.014 |
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".