Bibliographic record
Abstract
Short Trips for Target Species Dovekie, AIcids, and Boreal species: This trip focuses on finding Dovekies in harbor or other sheltered site where they can be well seen.On some 'Maters we have had many other Atlantic aidds; we may find boreal passefines, too, if snow conditions permit observation in the forests.From Halifax, Nova Scotia.Blake Maybank leads.6-10 }artusry 2005.Yellow Rail, Whooping Crane, and Ferroginous Pygmy-Owl: The trip works the Texas coastal plain from Houston.We wade the brackish marshes for the rail take a boat ride for the cranes, and visit a ranch where the owls reside.ED.Hulce is the leader.12-16 January 2005.Buff-bellied Hummingbird, White-collared Seedeater, and "LRGV"Specialties: we cove[ the lower Rio Grande Valley from the Gulf to San Yguacio in the Chihuahuan Desert cuuntty of Texas.The trip usually gets all of the Valley specialties and a vagrant species or two from Mexico, as well.From McAllen.Texas, led by ED.Hulce.17-23 January 2005.Colorado Chickens: White-tailed Ptarmigan, Sharp4ailed Grouse, Greater Sage Grouse, Gunnison Sage Grouse, Lesser Prairie4•hicken, Greater Praifie4•hicken.Most are seen on leks at good range.Three rosy-finches at feeders.Blue Grouse is usually seen, as well.From Denver, with Nick gomar leading.8-14 April and 16-22 April 2005.Black-capped Vireo, Golden-cheeked Warbler: Travel into the Texas Hill Countty for the two target birds at the time of year when they are vocalizing and the fields are ablaze with wildflowers.We usually get some Wallcy • species such as Cave Swallow.From San Antonio.ED.Hulce leads.17-20 April 2005.Colima Wad)let, Gray Vireo, Montezuma Quail, Common Black -Hawk: Travel through Big Bend National Park and on to the Davis Mountains for the target species plus Lucifer Hummingbird and Varied Bunting.From Midland43dessa• Texas, led by ED.Hulc•.20-24 April 2005.Bob Odear at OBServ Tours, Inc., 3901 Trimble Road, Nashville, TN 37215; (615} 292-2739; observCr•betlsouth.net;ww•:obser*lnurs.com.Ninth Dakota Prairie Birds: Le Conte's, Baird's, Nelson's Sharp-tailed Sparrows; Sp[ague's Pipit, s•x species of grebes, and woodland songbirds such as Mourning Warbler and grosbeaks; Fermginons and Swaiuson's Hawks, and much more.Schedule your personalized tour now.Buffalo Commons Birding Safhris, 2704 loth Avenue NW, Mandan, ND 5•54; (701} 22B-5271 or (701} 663-4980; tglbson@nd•.nel;bam- hartCr•btinet.net.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.973 | 0.958 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".