Children infected with meningitis before 1 year of age were at increased risk for disability at 5 years
Bibliographic record
Abstract
PrognosisMarch 1, 2002Children infected with meningitis before 1 year of age were at increased risk for disability at 5 yearsMax Perlman, MD, Max Perlman, MDMax Perlman, MDHospital for Sick Children, Toronto, Ontario, Canada (M.P., M.P.)Hospital for Sick Children, Toronto, Ontario, Canada (M.P., M.P.)Search for more papers by this author, Max Perlman, MDHospital for Sick Children, Toronto, Ontario, Canada (M.P., M.P.)Hospital for Sick Children, Toronto, Ontario, Canada (M.P., M.P.)Search for more papers by this authorAuthor, Article, and Disclosure Informationhttps://doi.org/10.7326/ACPJC-2002-136-2-071 SectionsAboutFull TextPDF ToolsAdd to favoritesDownload CitationsTrack Citations ShareFacebookTwitterLinkedInRedditEmail Source CitationBedford H, de Louvois J, Halket S, et al. Meningitis in infancy in England and Wales: follow up at age 5 years. BMJ. 2001 Sep 8;323:533-6. https://pubmed.ncbi.nlm.nih.gov/11546697Reference1 Klinger G, Chin CN, Beyene J, Perlman M. Predicting the outcome of neonatal bacterial meningitis. Pediatrics. 2000; 106:477-82. [PMID: 10969090] Google Scholar Author, Article, and Disclosure InformationAffiliations: Hospital for Sick Children, Toronto, Ontario, Canada (M.P., M.P.)Hospital for Sick Children, Toronto, Ontario, Canada (M.P., M.P.) PreviousarticleNextarticle Advertisement FiguresReferencesRelatedDetails March 1, 2002Volume 136, Issue 2Page: 71KeywordsBehaviorCentral nervous systemChild healthChildrenConvulsionsDatabasesDown syndromeEpilepsyHearingHydrocephalusInfantsMeningitisPediatric infectionsPrimary careQuestionnairesVisionVisual impairments ePublished: 9 March 2020 Issue Published: March 1, 2002 Copyright & PermissionsCopyright © 2002 by American College of Physicians. All Rights Reserved.PDF downloadLoading ...
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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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".