Bibliographic record
Abstract
Abstract Anaerobic Gram‐positive bacilli of clinical relevance in human infections are divided into two distinct groups: sporeforming Gram‐positive anaerobic bacilli, including Clostridium sensu stricto and allied genera, and a group of asporogenic, anaerobic Gram‐positive bacilli (Grampositive rods (GPRs)). Many of these anaerobic GPRs are part of the normal microbiota of the oral cavity, gastrointestinal tract, genitourinary tract, and skin. They can, however, be associated with skin and soft tissue infections, periodontitis and other oral infections, pulmonary infections (usually in combination with other aerobes and anaerobes), genitourinary tract infections, and, in the case of Cutibacterium acnes , infected CSF shunts, prosthetic joint infections, and endophthalmitis. Many of the nonsporeformers are aerotolerant and are often resistant to metronidazole, an antimicrobial agent that is usually effective against most other anaerobes.
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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.008 |
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; both teacher heads 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".