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
Carex intumescens var. fernaldii CANADA. NEW BRUNSWICK. Kent Co.: 25 Jul 1978, Munro 2041 (NCU). ONTARIO. Manitoulin Co.: 15 Aug 1932, Grassl4617 (MICH); 29 Nov 1959 Soper 9051 (NCU). Thunder Bay District: 12 Jul 1979, Garton 18896 (MICH). QUEBEC. Sainte-Foy: 12 Aug 1977, Baillargeon 1333 (MICH). U.S.A. MAINE. Aroostook Co.: 8 Aug 1893, Fernald 127 (GH); 8 Aug 1893, Fernald 127 (GH). Piscataquis Co.: 8 Jun 1929, Ewer s.n. (NCU). MASSACHUSETTS. Berkshire Co.: 13 Jul 1915, Watters s.n. (NCU). MICHIGAN. Crawford Co.: 12 Jun 1955, Hebert s.n. (MICH); 23 Jul 1887, Hicks s.n. (MICH). Delta Co.: 4 Jul 1976, Kopple 83 (MICH). Dickinson Co.: 20 Jun 1959, Voss 8556 (MICH). Iron Co.: 13 Jun 1955, Hebert s.n. (MICH). Kalkaska Co.: 12 Jul 1956, Voss 3041 (MICH). Kent Co.: 3 May 1894, Cole s.n. (MICH). Menominee Co.: 18 Aug 1933, Grassl 3557 (MICH); 5 Sep 1936, Grassl 7956 (MICH). Midland Co.: 27 Jun 1928, Dreisbach 5985 (MICH). Sanilac Co.: 19 Jun 1958, Voss 6691 (MICH). Tuscola Co.: 2 Jun 1962, Hiltunen 3970196 (MICH). MINNESOTA. Cass Co.: 16 Jun 1978, Ownbey 5876 (NCU). Louis Co.: 25 Jun 2014, Smith & Gerdes 35010 (MICH). NEW HAMPSHIRE. Coos Co.: 22 Aug 1974, Boufford 15380 (NCU). NEW YORK. Ithaca Co.: Jun 1903, Kauffman 873 (MICH). NORTH CAROLINA. Avery Co.: 10 Jul 1978, Rohrer 2093 (NCU). Graham Co.: 12 Jun 1995, Newell JKW3435 (NCU). Haywood Co.: 27 Jun 1958, Ramseur 4710 (NCU); 9 Jun 1975, Boufford 16262 (NCU). Jackson Co.: 31 Jul 1957, Ramseur 3706 (NCU). Mitchell Co.: n.d., K. M. s.n. (NCU). Swain Co.: 17 Jun 1957, Ramseur 3089 (NCU); 26 Jul 1957, Ramseur 3681 (NCU). Transylvania Co.: 9 Jun 1975, Boufford 16238 (NCU). Watauga Co.: 22 Jul 1940, Radford 1592 (NCU); 5 Aug 1957, Ramseur 3960 (NCU). Yancey Co.: 12 Jul 1921, Peattie 919 (NCU); 17 Aug 1949, Radford 4879 (NCU); 27 Jul 1956, Ramseur 1143 (NCU). PENNSYLVANIA. Bradford Co.: 15 Jun 1994, Naczi 4186 (MICH). Tioga Co.: 30 Jun 2004, Bissell 106 (MICH). TENNESSEE. Sevier Co.: 29 Jun 1969, Rogers s.n. (NCU). VERMONT. Addison Co.: 28 Jul 1982, Zika 6301 (MICH). Chittenden Co.: 29 Jun 1981, Zika 7321 (MICH). East Dorset Co.: 12 Jun 1857, Ames s.n. (MICH). VIRGINIA. Grayson Co.: 17 Sep 1956, Ramseur 1875 (NCU). WEST VIRGINIA. Randolph Co.: 30 May 1991, Cusick 29608 (MICH). WISCONSIN. Iron Co.: 21 Sep 1974, Cochrane 6061 (MICH). Menominee Co.: 22 Aug 1974, Goff s.n. (NCU); 29 Jun 1997, DeJoode 1505 (MICH).
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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.040 | 0.004 |
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