Cooperation in Animal Biologics
Bibliographic record
Abstract
Rocky Mountain spotted fever results from infection by Rickettsia rickettsii, a pleomorphic, obligate intracellular, Gram negative coccobacillus in the family Rickettsiaceae. Geographic Distribution Rocky Mountain spotted fever is found throughout the continental United States, southern Canada, Mexico, Central America and parts of South America including Argentina, Brazil, Colombia and Costa Rica. Organisms related to R. rickettsii cause spotted fevers in other parts of the world. In the U.S., most human cases are seen in the Atlantic states from Delaware to Florida, as well as the South-central states (Arkansas, Louisiana, Oklahoma, and Texas) and the Pacific region (Oregon, California and Washington). Transmission Ticks serve as both reservoirs and vectors for Rocky Mountain spotted fever. In the U.S., the two major vectors are Dermacentor variabilis (the American dog tick) and Dermacentor andersoni (the Rocky Mountain wood tick). D. variabilis is found primarily in the midwestern and eastern U.S. and southern Canada. It also occurs in limited regions on the Pacific coast. D. andersoni is found in the western U.S. and parts of
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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.642 | 0.568 |
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 source (direct Gemma or distilled Codex), 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".