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
Andrena (Ptilandrena) aff. nigrihirta Counties: Crow Wing, Mille Lacs, Polk. Comments: This morphospecies (Figure 6) had previously been included under the Andrena geranii complex by ZP due to the reduced propodeal corbicula, but it appears to match the description of the Andrena aff. nigrihirta reported recently from Manitoba in Gibbs et al. (2023) based in part on the curved tibial spurs. However, the apparent association between this species and Uvularia in Minnesota raises the possibility that this is not the same species as the one reported in Gibbs et al (2023), since Uvularia is not widespread in Manitoba. Additional investigation is needed and the subgenus Ptilandrena is in need of revision. Material examined: Crow Wing Co.: Mille Lacs Moraine SNA (46.2796, -93.8580): 1 ♀ (MNDNR), 24 May 2022, J. Petersen leg., net, Uvularia grandilora; Mille Lacs Co.: Mille Lacs Kathio SP (46.1304, -93.7274): 2 ♀ (MNDNR), 24 May 2022, J. Petersen leg., net, Uvularia grandilora; Rum River SF (46.2750, -93.8545): 3 ♀ (MNDNR), 24 May 2022, J. Petersen leg., net, Uvularia grandilora; Polk Co.: Dorr WMA (47.6302, -96.0689): 1 ♀ (MNDNR), 13 May 2018, D. Drons leg., net, Uvularia grandiflora. All determined by Z. Portman.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 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) | 0.034 | 0.024 |
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