Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Marietta picta (Andre, 1878) [Aphelinidae] (Fig. 2) Agonioneurus pictus Andre, 1878: 85. Female, France. Diagnosis. Female. Body about 0.5 mm long, brownish yellow. Head and thorax with black spots. Antenna light yellow; scape with two black oblique bands; base of pedicel and antennal funicle III (F3) black; F1–F2 and clava black. Legs light yellow, femora and tibia with black transverse bands. Dorsum and venter of abdomen in central portion brown; both sides of abdomen with segmentally arranged dark reticulate strips. Fore wing relatively short, its length less than 2.5 × its width; wing disc with contrasting areas of dark and hyaline setae with fuscated patterns. Male. Similar to the female except for the antenna and genitalia: tip of antennal clava and F3 pale; dorsum of gaster reticulate; genitalia 4× as long as wide (Li et al. 2001). Material examined. Korea. CN: Techno 4-ro, Ryuseong-gu, Daejeon-si, 1 female, ex . A. lagerstroemiae on L. indica, 31-V-2014 (S.J. Suh). Distribution. Canada, China, Europe, Korea, Mexico, Peru (Noyes 2018). Hosts. Recorded from 50 species of scale insects (Coccoidea), aphids (Aphididae), and psyllids (Psyllidae, Triozidae) (Noyes 2018). Remarks. This species is a hyperparasitoid (Li et al. 2001).
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.065 | 0.029 |
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 it