Bibliographic record
Abstract
Lasiodiamesa Kieffer, 1924 The larvae of this northern-occurring genus are thought to occur in bog habitats (Hamerlik et al. 2019; Saether & Andersen 2013). In southwestern Alaska we found larvae inhabiting slightly acidic first-order streams. Wirth & Sublette (1970) collected adults of Lasiodiamesa tenebrosa (Coquillett, 1905) in Northern and Central Alaska. These collections included a single female of L. tenebrosa collected in a car-top trap (Sommerman & Simmet 1965) that sampled a 16-mile-long section of Highway 1 between Johnson Lake and Soldotna in mid-August 1965. The other specimens were an adult male and a female collected in Umiat, Alaska in late June 1947 by K.L. Knight. We collected a Lasiodiamesa larva in Central Alaska, south of Manley Hot Springs on a small tributary to the Zitziana River and in a small tributary to Six Mile Lake in Nondalton.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 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".