Gesamt-Literatur des In- und Auslandes
Bibliographic record
Abstract
Research Articles| January 07 2009 Gesamt-Literatur des In- und Auslandes Subject Area: Gastroenterology Hans Elsner; Hans Elsner aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar Paul Hári; Paul Hári aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar Jean Ch. Roux; Jean Ch. Roux aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar Arthur Pick; Arthur Pick aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar Max Einhorn; Max Einhorn aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar J.M. Gofman; J.M. Gofman aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar M. Maliniak; M. Maliniak aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar Christian Jürgensen; Christian Jürgensen aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar Ludwig Wolff; Ludwig Wolff aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar P. Plitek; P. Plitek aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar S. Schrijver S. Schrijver aBerlin; bBudapest; cParis; dKarlsbad-London; eNew York; fOdessa; gWarschau; hKopenhagen; iGothenburg; jTriest; kAmsterdam Search for other works by this author on: This Site PubMed Google Scholar Archiv für Verdauungskrankheiten (1908) 14 (4): 446–478. https://doi.org/10.1159/000191579 Content Tools Views Icon Views Article contents Figures & tables Video Audio Supplementary Data Peer Review Share Icon Share Facebook Twitter LinkedIn Email Tools Icon Tools Get Permissions Cite Icon Cite Search Site Citation Hans Elsner, Paul Hári, Jean Ch. Roux, Arthur Pick, Max Einhorn, J.M. Gofman, M. Maliniak, Christian Jürgensen, Ludwig Wolff, P. Plitek, S. Schrijver; Gesamt-Literatur des In- und Auslandes. Archiv für Verdauungskrankheiten 1 April 1908; 14 (4): 446–478. https://doi.org/10.1159/000191579 Download citation file: Ris (Zotero) Reference Manager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex toolbar search Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentAll JournalsArchiv für Verdauungskrankheiten Search Advanced Search Article PDF first page preview Close Modal Journal Section: Paper This content is only available via PDF. Copyright / Drug Dosage / DisclaimerCopyright: All rights reserved. No part of this publication may be translated into other languages, reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, microcopying, or by any information storage and retrieval system, without permission in writing from the publisher. 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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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.024 | 0.047 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.220 | 0.130 |
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".