<i>Bacillus</i> and Other Aerobic Endospore‐Forming Bacteria
Bibliographic record
Abstract
Abstract Historically, most aerobic endospore‐forming bacteria were classified as species of Bacillus . Bacillus is the type genus of the Bacillaceae and contains the largest number of species. Aerobic endospore‐forming bacteria are ubiquitous in nature. Cases of anthrax due to laboratory accidents, biological warfare, and bioterrorism events are also rare, but ongoing vigilance in the clinical microbiology laboratory is critical. This chapter describes the clinically significant infections involving Bacillus , Brevibacillus , Lysinibacillus , and Paenibacillus species. Members of the B. cereus group, other than B. anthracis ,have been isolated from diverse ecological niches and are widely distributed in nature. Gastrointestinal anthrax is suspected only if an adequate history of the patient is known. Anthrax meningitis may occur on its own or, more frequently, as a complication of another form of the disease.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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".