Hemiptera (Heteroptera) of the Infraorder Pentatomomorpha II of the Ile-Alatau State National Natural Park
Bibliographic record
Abstract
Field research was undertaken in the Ile-Alatau State National Natural Park, Kazakhstan, between 2020 and 2021, to elucidate the diversity of the hemipteran infraorder Pentatomomorpha II.The investigation focused on two prevalent families within the infraorder: Pentatomidae and Scutelleridae.The objective was to delineate species composition, distribution patterns, and ecological attributes within these taxa.The researchers conducted field surveys within the Ile-Alatau State National Natural Park to identify and classify hemipteran insects belonging to the infraorder Pentatomomorpha II.They employed taxonomic methods and ecological observations to categorize the identified species into various groups based on their life forms, trophic specialization, food preferences, number of generations per year, and habitat preferences.A total of 34 hemipteran species were identified in the park's ecosystem, with taxonomic classification revealing a disproportionately high representation of the family Pentatomidae, which accounted for 30 species (88% of the total).In contrast, the family Scutelleridae comprised a mere 4 species (12%).These findings contribute to a more comprehensive understanding of Pentatomomorpha II diversity within this region and provide a foundation for further ecological and conservation studies.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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".