Bibliographic record
Abstract
British Journal of HaematologyVolume 203, Issue 1 p. 140-141 TRIBUTE A tribute to Paul Imbach James B. Bussel, Corresponding Author James B. Bussel [email protected] orcid.org/0000-0002-2884-9247 Weill Cornell Medicine, NY Presybterian Hospital, New York, New York, USA Correspondence James B. Bussel, Weill Cornell Medicine, NY Presybterian Hospital, 115 East 67th street, New York, NY 10065, USA. Email: [email protected]Search for more papers by this author James B. Bussel, Corresponding Author James B. Bussel [email protected] orcid.org/0000-0002-2884-9247 Weill Cornell Medicine, NY Presybterian Hospital, New York, New York, USA Correspondence James B. Bussel, Weill Cornell Medicine, NY Presybterian Hospital, 115 East 67th street, New York, NY 10065, USA. Email: [email protected]Search for more papers by this author First published: 21 September 2023 https://doi.org/10.1111/bjh.19071Read the full textAboutPDF ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare Give accessShare full text accessShare full-text accessPlease review our Terms and Conditions of Use and check box below to share full-text version of article.I have read and accept the Wiley Online Library Terms and Conditions of UseShareable LinkUse the link below to share a full-text version of this article with your friends and colleagues. Learn more.Copy URL Share a linkShare onEmailFacebookTwitterLinkedInRedditWechat No abstract is available for this article. REFERENCES 1Imbach P, Barandun S, D'Apuzzo V, Baumgartner C, Hirt A, Morell A, et al. High-dose intravenous gammaglobulin for idiopathic thrombocytopenic purpura in childhood. Lancet. 1981; 1: 1228–1231. 2Imbach P, Barandun S, Baumgartner C, Hirt A, Hofer F, Wagner HP. High-dose intravenous immunoglobulin therapy of refractory, in particular idiopathic thrombocytopenia in childhood. Helv Paediatr Acta. 1981; 46: 81–86. 3Imbach P, Tani P, Berchtold W, Blanchette V, Burek-Kozlowska A, Gerber H, et al. Different forms of chronic childhood immune thrombocytopenic purpura defined by antiplatelet autoantibodies. J Pediatr. 1991; 118: 535–539. 4Imbach P, ed. Chapter 4. Manual of intravenous and subcutaneous IgG indications in autoimmune diseases. Antibody therapy: substitution—immunomodulation—monoclonal immuntherapy. Berlin, Heidelberg, London, New York: Springer Verlag; 2019. p. 35–60. https://doi.org/10.1007/978-3-919-68038-5_4 5Imbach P, Crowther M. Thrombopoietin-receptor agonists for primary immune thrombocytopenia. N Engl J Med. 2011; 365: 734–741. Volume203, Issue1Special Issue: REFRACTORY IMMUNE THROMBOCYTOPENIC PURPURAOctober 2023Pages 140-141 ReferencesRelatedInformation
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 | 0.007 | 0.044 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.006 |
| Scholarly communication | 0.010 | 0.009 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.011 | 0.045 |
| Insufficient payload (model declined to judge) | 0.026 | 0.022 |
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".