Megachile (Megachile) lapponica Thomson 1872
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
Megachile (Megachile) lapponica Thomson 1872 (New state record) County records: Keweenaw. Notes. This record comes from a specimen identified by S. Droege. Due to a paucity of records of this boreal species from the Eastern United States and its similarity to M. relativa, additional collections and molecular confirmation would be desirable. North American populations of this bee were called M. nivalis Friese until Sheffield et al. (2011) placed this in synonymy with M. lapponica, described from Sweden and now considered a naturally Holarctic species. Nests in logs in Saskatchewan (Peck & Bolton 1946). Specimen record: Keweenaw Co.: Isle Royale, Davidson Island, N48.1252, W88.5111, 4 Aug. 2013, S. Wilson (1 ♀ PWRC).
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 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) | 0.003 | 0.003 |
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