Bibliographic record
Abstract
22 Apr.17 1 winter record Great Blue Heron Mar. 13 (2) Mar.24 Green Heron Apr. 17 (1) Apr.24 Black-crowned Night Heron Apr. 2 (1) Apr. 17 (5 rec.)American Bittern Apr. 3 (2) Apr.14 (6 rec.)Least Bittern May 1 May 11 Whistling Swan Apr. 10 (1) Mar. 30 (5 rec.)Canada Goose Apr. 3 (200) Mar.11 Mallard Mar. 4 (2) Mar. 12 Mar.13 -Apr.3 Black Duck Mar. 8 (2) Mar. 12 (6 rec.)Mar.13-27 A few wintered Gadwall Mar. 13 (6) Mar. 26 (7 rec.)Baldpate Mar. 13 (4) Mar.16 Mar.19-27 Pintail Feb. 13 (6) Mar.19 (7 rec.)Mar.19 A few wintered Green-winged Teal Mar. 6 (1) Mar. 17 Blue-winged Teal Apr. 3 (24) Mar. 30 Shoveller Mar. 13 (9) Mar. 25 (7 rec.)Wood Duck Mar.20 (4) Apr. 5 (7 rec.)Redhead Mar.19 (9) Mar. 12 (6 rec.)Ring-necked Duck Mar. 12 (2) Mar. 15 Mar. 13 -Apr.16 Canvasback Mar. 13 (3) Mar. 13 (7 rec.)Lesser Scaup Common winter resident Last record May 22 (30) American Golden-eye Winter resident " " Apr. 10 (2) Bufflehead Mar. 13 (7) Mar.22 Mar.19 (106) Old Squaw Mar. 6 (1) Also Mar.27 (1) Ruddy Duck Mar.19 (9) Apr. 5 (7 rec.)Apr. 3 (20) Hooded Merganser Mar. 13 (9) Mar. 17 (7 rec.)A few wintered American Merganser Common winter resident Last record Apr. 10 (7) Red-breasted Merganser Winter resident Last record May 28 (20) Turkey Vulture Mar. 13 (1) Mar. 15 May 8-22 Sharp-shinned Hawk Apr.16 (1) 1 winter record Red-tailed Hawk Mar. 13 (1) 1 winter record Red-shouldered Hawk Mar. 13 (1) Mar.19 (8) 1 winter record Broad-winged Hawk Mar.27 (1) 1 winter record Rough-legged Hawk Apr.16 (1) Also May 1 (1) Bald Eagle Apr. 10 (2) Marsh Hawk Mar. 8 (1) Mar. 2 (7 rec.)A few wintered Osprey May 1 (1) Apr.23 (7 rec.)Also May 22 & 28 King Rail May] (1) May 12 (6 rec.)
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 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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 teacher head, 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".