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
Dufourea harveyi (Cockerell), new status (Figs. 3, 5, 16–18) Halictoides Harveyi Cockerell, 1906: 223 (♀). Dufourea (Halictoides) fimbriata fimbriata (Cresson): Michener, 1951: 1131 (catalog, synonym by G. E. Bohart); Hurd, 1979: 1935 (catalog); Moure & Hurd, 1987: 19 (catalog). Dufourea fimbriata (Cresson): Dumesh & Sheffield, 2012: 15 (♀ ♂ redescription [in part]). This species has commonly been understood to be D. fimbriata (Cresson, 1878), based on a synonymy proposed by G. E. Bohart in Michener (1951) and subsequently used by later authors (Hurd, 1979; Moure & Hurd, 1987; Dumesh & Sheffield, 2012). This concept is in error based on study of the Cresson type by one of us (T. L. G.). Dufourea fimbriata is more closely related to D. marginata (Cresson). Dufourea harveyi is not previously recorded from Michigan or nearby states. Dufourea harveyi is widespread in the western USA and Canada in alpine and boreal areas (Hurd, 1979; Moure & Hurd, 1987; Dumesh & Sheffield, 2012). In the United States it was previously known only as far east as Colorado (Cockerell, 1906; Hurd, 1979; Moure & Hurd, 1987), but has recently been recorded from Ontario, Canada (Dumesh & Sheffield, 2012). New state records for Michigan are as follows: Barry Co.: Yankee Springs Game Area, 16 August 1960 [MSUC]; Jackson Co.: Liberty, Grand River fen, 4 August 2009, 31 August 2009 [MSUC]; Kalamazoo Co.: Gull Lake Biological Station [formally the W. K. Kellogg Biological Station], 19 August 1960 [MSUC] (Fig. 24). These are the first published records of the species in the eastern United States. The easternmost record for the species is from Jackson County, Michigan. An earlier Ontario record (N50.8729, W84.5797) is nearly 940 km due north of Jackson County (Dumesh & Sheffield, 2012). Dufourea harveyi is believed to be an oligolege on Potentilla L. (Asteraceae), including Potentilla glandulosa Lindl., but has also been recorded visiting Achillea millefolium L. (Asteraceae), Dasiphora fruticosa (L.) Rybd. (Rosaceae), Penstemon Schmidel (Scrophulariaceae), and Polemonium L. (Polemoniaceae) (Hurd, 1979; Lincoln, 1981; Moure & Hurd, 1987). Species of Potentilla have been recorded from all 83 counties in Michigan; but P. glandulosa is not one of them (Reznicek et al., 2011). Individuals fly from late June to late August.
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 | 0.002 |
| 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) | 0.030 | 0.013 |
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