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HYG volume 137 issue 11 Cover and Back matter
D Kalapothaki, Ariadne Whitby, Sergey A. Babin, Patrick J. Blair, Thomas F. Wierzba, Sok Touch, Vonthanak Saphonn, Xianfan Xu, Rebecca Garten, Margaret Okomo‐Adhiambo, Alexander Klimov, M. Kasper, Shannon D. Putnam, K. Marie McIntyre, Hannah Trewby, Simon Gubbins, Matthew Baylis, Abu Siddique, Girish N. Nair, Mohammad Jahangir Alam, David A. Sack, Anwar Huq, Azhar Nizam, Ira M. Longini, Firdausi Qadri, Shah M. Faruque, Rita R. Colwell, Safwat A. Ahmed, N. A. Bhuiyan, R. Bradley Sack, Daniela Schmid, Heidemarie Holzmann, Karin Schwarz, Siegfried Kasper, H.-W Kuo, S Aberle, Monika Redlberger‐Fritz, W Hautmann, Scott Santibañez, Annette Mankertz, Carl Heinz Wirsing von König, Eva Magnet, Sandra Reichart, Stefan Meusburger, Anita Luckner-Hornischer, A De Martin, Elmar Bechter, James Stirling, Franz Allerberger, Todor A. Popov, Marie‐Pierre Callait‐Cardinal, Emmanuelle Gilot‐Fromont, L Chossat, A Gonthier, Claude Chauve, Lionel Zenner, S. Zafar, C Luby, Greg Kelly, G. McGrath, Simon J. More, Kevin K. Thai, Nico Nagelkerke, Ho Thu Phuong, Trần Thị Việt Nga, Phan Trong Giao, Lillian Hung, Trần Quang Bình, Natalia L. Nam, Peter de Vries, Nidia E. Lucero, Rosana Icassatti Corazza, Marisa Almuzara, Eduardo Reynes, Gabriel J. Escobar, Enzo Boeri, Silvia González Ayala, Eduardo Massad, Francisco Antônio Bezerra Coutinho, Shutao Ma, Marcelo Nascimento Burattini, Ariel L. Rivas, Gerardo Chowell, Steven J. Schwager, Folorunso O. Fasina, Almira L. Hoogesteijn, Sidney A. Smith, Shahn Bisschop, Kym Anderson, John Hyman, Sandy Chira, Lauren E. Miller, Nabil Antaki, Samir Haffar, Sami El Deeb, Fakhry A. Assaad, Rula Harb, N Zeibane, M. NASSERELDDINE, N Ibrahim, N. ALHAJ, E. Jabbour, R. AARAJ, Fadi Antaki, Kamel Kebbewar, D.A.L. Morgan, Hilary Kirkbride, K Hewitt, B. Said, Adrian Walsh, Chen Stein‐Zamir, Hanna Shoob, Nitza Abramson, Gary Zentner, V. AGMON, Robert J. Lake, Iain Gillespie, George Bentham, Gary Nichols, C. Lane, Goutam K. Adak, E. J. Threlfall, Yvonne van Duynhoven, L Isken, Katrine Borgen, M Besselse, K Soethoudt, O Haitsma, Barbara J.M. Mulder, Daan W. Notermans, Róbert de Jonge, P. Kock, Wilfrid van Pelt, O Stenvers, Stephan Dürr, Rolande Mindekem, Y Kaninga, DM Doumagoum, M Meltzer, Penelope Vounatsou, Jakob Zinsstag, K Inoue, Shingo Maruyama, Hidenori Kabeya, K. Kawanami, Kiyoshi Yanai, Saowaluck Jitchum, S. JITTAPARAPONG, Linda K. Hughes, Michael J. Bennett, P. Coffey, James E. Elliott, Terry Jones, Robert C. Jones, Angela Lahuerta‐Marin, K Mcniffe, Donald A. Norman, Norman Williams, Julian Chantrey, R. Laha, N Sasmal, Lars Krøjgaard, Steen Villumsen, J Markussen, Hans Grinsted Jensen, A.-C Leirs, Isidore Koffi Kouadio, Koffi Akpagana, Harvey Attoh-Touré, Takashi Kamigaki, Matthias L. Schroeter, Katharina Alpers, Ulrich van Treeck, Christian Frank, N. Rosenkoetter, Reiner Schaumann, Martin Dworkin, L Westercamp, Alison Park, Ryota Sakamoto, Akira Ohno, Tadaki Nakahara, K Satomura, Suketaka Iwanaga, Yuichi Kouyama, F Kura, Megumi Noami, Keiko Kusaka, Tadao Funato, Masatoshi Takeda, Kozo Matsubayashi, Kiyohito Okumiya, Naoya Kato, Kensei Yamaguchi, Diana Mlynarski, Therese Rabatsky‐Ehr, Susan Petit, Katherine Purviance, P. Mshar, Elizabeth Begier, Dale G. Johnson, James L. Hadler, H Lewis, Anette M. Hammerum, Lone Jannok Porsbo, Surl L. Nielsen, Kent Olsen, Maiken Cavling Arendrup, Henrik Nielsen
Bibliographic record
VenueEpidemiology and Infection · 2009
Typeparatext
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Scientific and Economic Studies
Canadian institutionsResponse Biomedical (Canada)
Fundersnot available
KeywordsCover (algebra)Volume (thermodynamics)Action (physics)PhysicsEngineering
Abstract
OpenAlex records an abstract for this work, but it could not be fetched just now.
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.
metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.188
Threshold uncertainty score0.268
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.812 | 0.647 |
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.
Opus teacher head0.047
GPT teacher head0.257
Teacher spread0.211 · how far apart the two teachers sit on this one work
Validation status
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
Study designNot applicable
Domainnot available
GenreOther
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".
Quick stats
Citations0
Published2009
Admission routes1
Has abstractyes