Prosthetic hip joint infection with a Streptococcus agalactiae isolate not susceptible to penicillin G and ceftriaxone
Bibliographic record
Abstract
Microbiologie medicale et infectiologie, Centre hospitalier de l’Universite de Montreal (CHUM)-Hopital Saint-Luc, 1058 rue Saint Denis, Montreal, Quebec, Canada, H2X 3J4; Departement de microbiologie et immunologie, Universite de Montreal, CP 6128 succ. Centre-Ville, Montreal, Quebec, Canada, H3C 3J7; Medecine interne, CHUM-Hopital Saint-Luc, 1058 rue Saint Denis, Montreal, Quebec, Canada, H2X 3J4; Laboratoire de sante publique du Quebec/Institut national de sante publique du Quebec (LSPQ/ INSPQ), 20045 chemin Sainte-Marie, Sainte-Anne-de-Bellevue, Quebec, Canada, H9X 3R5; Microbiologie medicale et infectiologie, CHUM-Hopital Notre-Dame, 1560 rue Sherbrooke Est, Montreal, Quebec, Canada, H2L 4M1
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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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".