Bibliographic record
Abstract
Antimicrobial Agents and Chemotherapy’s timely publication of groundbreaking scientific communications is critically dependent on the discerning and efficient efforts of the many ad hoc reviewers who generously contribute their time and talents to our journal. The editors of AAC acknowledge the ad hoc referees who have contributed reviews to AAC in the past year, and we express our deep appreciation for their contributions to maintaining the journal’s scientific rigor and clinical relevance. Rob Aarnoutse Lilian M. Abbo Susan Abdel-Rahman Mohd Hafiz Abdul-Aziz Robert B. Abramovitch Florence Abravanel Ameeta K. Agarwal Samuel L. Aitken Kevin S. Akers Robert A. Akins Alexandre Alanio Ana Alastruey-Izquierdo Bree Aldridge Jan-Willem C. Alffenaar Holly M. Scott Algood Majdi N. Al-Hasan Akbar Ali David Alland Karel Allegaert Silmara Marques Allegretti Lee-Ann H. Allen M. R. K. Alley Geneve Allison Sam Alsford José María Alunda Guzman Ignacio Alvarez Carlos Roberto Alves Alfred Amambua-Ngwa Roberto Amato Paul G. Ambrose Zandrea Ambrose Nicole C. Ammerman Guohua An Sirinart Ananvoranich Thomas Emil Andersen Gregory G. Anderson Karen F. Anderson Peter L. Anderson Tim Anderson Dan I. Andersson Maria Andersson Fernando Jose Andrade-Narvaez Katherine T. Andrews Koen Andries Andrea Angheben Alberto Antonelli Yoshichika Arakawa Carmen Ardanuy Maiken Cavling Arendrup Armando Arias Derek Armstrong David M. Aronoff Antonio Arrieta Mehreen Arshad Ernest Asante-Appiah Elizabeth A. Ashley David S. Askew Saima Aslam Nathalie Asseray Ricardo Ataide Jean-Michel Augereau Fikri Y. Avci Edina Avdic Sean N. Avedissian Yossef Av-Gay Divya Awasthi Taj Azarian Michael A. Bachman Erica Bäckström Joanna Bacon Justin C. Bader Oliver Bader Zeynep Baharoglu Craig Baker-Austin V. Balasubramanian Tanjore S. Balganesh Carl J. Balibar Luz Balsalobre Richard H. Baltz Jeffrey A. Banas Fernando Baquero Francesco Barchiesi Michael R. Barer Tamar F. Barlam Karen I. Barnes Frederic J. Barras Alan D. Barrett Sergio Barroso Bruno Barsic Leonardo Basco Ghader Bashiri Quique Bassat Anthony D. Baughn Hannelore Bax Roger Bayston Alejandro Beceiro Marco Becherelli Karsten Becker Michael L. Beeton Maya Beganovic Melissa E. Bell Adam Belley Romuald Bellmann Catherine Bendel Jose A. Bengoechea Claudia Guadalupe Benítez-Cardoza John E. Bennett Bradley J. Berger Celine Bergonzi Elizabeth L. Berkow Luiz E. Bermudez Michael Berney Andrew David Berti Joseph S. Bertino Julie Bertrand Brookie M. Best Dany Beste Adarsh Bhimraj Eitan Bibi James E. Bina Ulrike Binder Lyn-Marie Birkholtz Ibrahim Bitar Thomas Bjarnsholt Anders Björkman Carolyn M. Black R. A. Blackwood Ira J. Blader Mark Blaskovich Jesus Blazquez Pierre Bogaerts Balazs Bogos Peter Bonate Alexandro Bonifaz Remy A. Bonnin Robert A. Bonomo P. Brandon Bookstaver Görke Boris Jacqueline Bork Valeria Bortolaia Emmanuel Boselli Helena Ingrid Boshoff João Botelho Anna Both Germán Bou Jean-Philippe Bouchara Teun Bousema Cara C. Boutte Eric J. Bow Terry L. Bowlin Paul L. Boyer Jan Bradley John Bradley John S. Bradley Christina Braunsdorf Jeanne Breen Yves Briers Julien Briffotaux David E. Briles Sylvain Brisse Roland Brosch Melissa H. Brown Barbara A. Brown-Elliott Roger J. Brüggemann Michelle Monique Conni Buckner Nageshwar R. Budha Maria Fernanda Campagnari Bueno Jürgen B. Bulitta Zackery Bulman David Burger Jeremy N. Burrows Michael Busch Geraldine Butler Mark S. Butler Jerry M. Buysse Felipe Cabello Aisling R. Caffrey Pengfei Cai Richard A. Calderone Douglas R. Call Andrew Cameron Andrew D. S. Cameron Craig E. Cameron Terri A. Camesano Bruno Canard Giuliana Cangemi Antonio Cannatelli Juan Cantizani Rafael M. Cantón Javier Capilla Edmund V. Capparelli Roderick Card Silvia T. Cardona Cynthia Cardoso Jamille Mirelle de Oliveira Cardoso Erin Carlson Jane M. Carlton Yehuda Carmeli Daniel Carr Edoardo Carretto Laura M. Carroll Peggy L. Carver Arturo Casadevall Leslie S. Casey Araceli Castillo-Romero Dario Cattaneo Rodrigo Cayô Rachel Cerdan Carlos Cervera Carlos J. Chaccour Anne-Marie Chaftari Pinakpani Chakrabarti Soumitesh Chakravorty Courtney E. Chandler Kwok-Chiu Chang Shankaramurthy Channabasappa Daniel B. Chastain Laurent Chatel-Chaix Mitali Chatterjee Ayyappa Chaturvedula Pascal Chavanet Kalyan Dineshbhai Chavda Chaoping Chen Jian-Ping Chen Jieliang Chen Liang Chen Qiwei Chen Sheng Chen Qin Cheng Abdessalam Cherkaoui Emmanuel Chigutsa Michael L. Chikindas Maxwell Tawanda Chirehwa Sanghyun Cho Teena Chopra Brian Chow Jennifer Chow Anuradha Chowdhary Oana Ciofu Jérôme Clain Clifford G. Clark Richard B. Clark Christine Clayton Karl V. Clemons Sarah A. Clock Ellen Codd Eduardo Ferraz Coelho Donald M. Coen Tom Coenye Keira Alexis Cohen A. L. Colombo Stefania Conti Pierre Cornelis Oliver A. Cornely Elías Cortés-Acosta Indessânia Costa Kingsley Coulthard Georgina Cox Robert A. Cramer Darren J. Creek Dean C. Crick Maria L. S. Cristiano Ian Critchley Christopher John Crnich Simon L. Croft Andrea C. Cumino Edézio Ferreira Cunha-Junior Lloyd Czaplewski Charles L. Daley Axel Albert Dalhoff Teresa Dalla Costa Marco Maria D'Andrea Nick Daneman Edward D'Antonio Larry H. Danziger Veronique Dartois Ahmad Daryani Shampa Das Gabriela Jorge Da Silva Marcelo Gomes Davanço Lisa Davidson Margaret A. Davis Paul H. Davis Solange L. De Castro Maria Antonia De Francesco Tania F. de Koning-Ward Carolina De Miranda Silva Marcus V. N. de Souza Melissanne de Wispelaere Carolyn Deal Charles R. Dean Françoise Debierre-Grockiego Anjan Debnath Eric Decloedt Jean-Winoc Decousser Mary Ann DeGroote Lennard J. Dekker Frank R. DeLeo Alicia Demirjian Josué de Moraes Erick Denamur William Denny Paolo Denti Nina Derby Hartmut Derendorf Jigar V. Desai Sanjay A. Desai Devyani Deshpande Zeruesenay Desta Jeffrey J. DeStefano Abhay Dhand Neeraj Dhar Andreas H. Diacon Lorena Díaz Thomas Dick Daniel J. Diekema Binh An Diep Julia Dietz Joseph P. Dillard Thomas J. Dilworth Adam Dingens George P. Dinos Jean-Denis Docquier Elizabeth Dodds Ashley Tamara L. Doering Christopher D. Doern Gary V. Doern J. Stone Doggett Michael J. Dolton Esteban Domingo Valentina Donà Arjen M. Dondorp Thomas Dorlo Shira Doron Tobias Dörr Laurent Dortet Zhicheng Dou Benoît Doublet Florence C. Doucet-Populaire Stephen R. Douthwaite Ronan M. Doyle Richard H. Drew Djamel Drider Karl Drlica George L. Drusano Nancy Odurowah Duah-Quashie Guangcai Duan Michael N. Dudley Augusto Dulanto Chiang Ken Duncan Paul Dunman Raphaël E. Duval Mariusz Dyląg Tom Edlind Michael D. Edstein Sabine Ehrt Brandon Eilertson George M. Eliopoulos María Celina Elissondo Khalid Eljaaly Christopher A. Elkins Matthew Lee Ellison David M. Engelthaler Anna Engström Shigehiro Enkai Masahiro Enomoto Jose M. Entenza Robert K. Ernst Alice L. Erwin Allahna Esber Ananias Alberto Escalante Paula Espinal A. V. Espinel-Ingroff Jaime Esteban Benjamin Evans Benjamin Andrew Evans Peter Evans Joseph O. Falkinham Laurent Falquet Seamus Fanning Bruno R. Fantin Gail Fanucci Maha R. Farhat Dimitrios Farmakiotis Fedja Farowski Michael Feldgarden Timothy W. Felton Kevin Patrick Fennelly Christiane Fernandes Aude A. Ferran Marcelo U. Ferreira Antonio Ferreira-Pereira Tristan Ferry Paul L. Fidel Joshua Fierer Katherine Figarella Scott G. Filler L. Mark Fisher Robert K. Flamm Courtney V. Fletcher Anthony R. Flores Jason P. Folster Jarrod R. Fortwendel Timothy J. Foster Brian D. Foy Joe A. Fralick Carlos E. Franco-Paredes Kristi L. Frank Michael J. Franklin Scott G. Franzblau Christopher Frei Jean Marie A. Frere H. David Friedland Thomas R. Fritsche John N. Galgiani László Galgóczy Moreno Galleni Jessica Galloway-Pena Ohad Gal-Mor Francisco Gamarro Celia Garcia Lucila Garcia-Contreras Guillermo García-Effron Monica Adriana Garcia-Solache Bradley J. Gardiner Danielle A. Garsin Beth A. Garvy Laure Gatin Timothy P. Gauthier Purushottam V. Gawande Marcos L. Gazarini Shaan L. Gellatly Angie Gelli Brian G. Gentry Robert J. Geraghty Dale N. Gerding Fatemeh Ghaffarifar Mahmoud A. Ghannoum Anita Ghansah Helen Giamarellou Tommaso Giani Nicola Gianotti Carmen Gil José Pedro Gil David N. Gilbert Jason J. Gill Steven R. Gill Chris Gilpin Christophe Ginevra Etienne Giraud Delphine Girlich Laurel Glaser Ellie J. C. Goldstein Monica V. Golik Mahoney Lise Goltermann Jonathan Golub Alicia Gómez-Barrio Alicia Gómez-López Ryota Gomi Dinora F. Gonzalez-Esquivel Bruno Gonzalez-Zorn David M. Gordon Tadahiro Goto Stephan Göttig Friedrich Götz Sylvain Goutelle Jason D. Graci Yonatan H. Grad Márcia A. S. Graminha Sophie A. Granier Michael Dean Green David E. Greenberg Robert Greenberg Steven T. Gregory Elisabeth Grohmann Alan Edward Gross Anna E. Grzegorzewicz Josep Guarro Severin Gudima Paulo Marcos Guedes Sebastian Guenther François Guerin Rosane Nassar Meireles Guerra Rafael Victorio Carvalho Guido Romain Guilhaumou Jesus Guinea Himanshu Gupta Henk P. Haagsman David W. Haas Gerhard Haase Marisa Haenni Ferry Hagen Ghady Haidar Ronald G. Hall Ruth M. Hall Luanne Hall-Stoodley Axel Georg Hamprecht Blake M. Hanson Nancy D. Hanson Sohei Harada Stephan Harbarth Robert Doug Hardy Patrick Harrington Anthony Harris Patrick Harris Rodrigo Hasbun Henrik Hasman Barbara Katharina Hasse Daniel J. Hassett Kevin C. Hazen Kristin Hegstad Emily L. Heil Norbert Heinrich Peter Heisig Andrew Hemphill Stefanie Hennig Carolina Herrera Jean Louis Herrmann Anneke Hesseling Anthony J. Hickey Paul G. Higgins Eberhard Hildt Suzanne Hingley-Wilson Itaru Hirai Hajime Hisaeda Maya Christina Hites Pak-Leung Ho Eva Maria Hodel Martin Hoenigl Paul S. Hoffman Christoph Hölscher Marisa Holubar David C. Hooper William W. Hope Heinrich C. Hoppe Charles Robert Horsburgh John Horton Christopher Hostler Benjamin P. Howden Fupin Hu Gongzheng Hu Liusheng Huang Weihua Huang Yi-Hsun Huang Diarmaid Hughes Stephen H. Hughes Fabian Hulpia Romney M. Humphries David A. Hunstad Julian G. Hurdle Christopher Dwight Huston Angela Huttner Melanie Lisa Hutton Jesse Hwang Marco Iannetta Ashraf S. Ibrahim Tatsuo Inamine Yasuhiko Irie Deus S. Ishengoma Vijay Ivaturi Angelo Izzo Mary Ann Jabra-Rizk Amy Jacobs Michael R. Jacobs George A. Jacoby Evelyne Jacqz-Aigrain Tomasz Jagielski Sanjay K. Jain Ewa Jaskiewicz Katy Jeannot Ann E. Jerse Guochun Jiang Xiaofei Jiang Kazu Jindai Jan Jiricek Susana Johann Eric C. Johannsen James R. Johnson Michael Johnson Patricia J. Johnson Timothy J. Johnson Lorraine Jones-Brando Joyce Jose Mario Juhas Justin G. Julander Jonathan J. Juliano Robin Jump David Kadosh Björn F. C. Kafsack Andre C. Kalil Edwin Kamau Muhammad Kamruzzaman Koné Kaniga Heidi B. Kaplan Sheldon Kaplan Nabil Karah A. W. Karchmer Simon Kariuki James A. Karlowsky Mats O. Karlsson Carol A. Kauffman Deepak Kaushal Michael S. Kay Shizuo Kayama Hangjun Ke Ruian Ke Tiffany Keepers Jennifer Keiser Steven L. Kelly Ayesha Khan Naveed Khan Nicolas Kieffer Paul R. Kinchington James E. Kirby Teruo Kirikae Laura Kirkman Jennifer J. Kiser János Kiss Kiyoshi Kita Jeffrey Klausner Frank Kloprogge Martina Koehsler Won-Jung Koh Julia R. Köhler Takashi E. Komatsu Hyun-Hee Kong Anna Konovalova Günther Koraimann Joan Korth-Bradley Claudio U. Köser Joseph Calvin Kouokam Renato Kovacs Laura L. Kovanda Fiorella Krapp Andrea Kreidenweiss Mara Kreishman-Deitrick Laurent Kremer Damian J. Krysan Jens H. Kuhn Bart Jan Kullberg Kristi Kuper Thomas Kurz Shigeru Kusumoto Awewura Kwara Michaela Lackner Katrien Lagrou Monica M. Lahra Charlton Lam Gyanu Lamichhane Frederic Lamoth Erwin Lamping Dirk A. Lamprecht Christoph Lange Joseli Lannes-Vieira Kerry L. Laplante Cornelia Lass-Flörl Jean-Paul Latge Barbara Laughon José Angelo Lauletta Lindoso Ian Laurenson Jean-Philippe Lavigne David Lebeaux Nathan A. Ledeboer Andrew Lee Jean Claire Lee David Leitsch Oscar Len Anne J. Lenaerts Julien Lescar James S. Lewis II Kim Lewis Jian Li Wei Li Pharath Lim Siew Pheng Lim Young-Suk Lim K. Lin Wenyu Lin Xiaorong Lin Jeffrey Linder Michail S. Lionakis Jeffrey Lipman Andreas Martin Lisewski Jian-Hua Liu Taotao Liu Wei Liu David M. Livermore S. Wesley Long Arnaldo Lopes Colombo Lorena López-Cerero Luis E. López-Cortés F. Xavier Lopez-Labrador Jacob Lorenzo-Morales Shaun Lott Thomas Louie Feng Lu Tian Ming Lü Ole Lund Britta Lundström-Stadelmann Agnese Lupo Sonia Luque Michael A. Lyons Gary Maartens Donna M. MacCallum Geoff MacFadden Alasdair P. MacGowan Diana Machado Sutherland K. Maciver Shawn H. MacVane Jean-Yves Madec Louis Maes Matthew Magee Sebabrata Mahapatra Hemanta K. Majumder Rosa A. Maldonado Surbhi Malhotra-Kumar Burkhard Malorny Hedi Mammeri Elias Kurian Manavathu Laurent Mandelbrot Alexander Mankin Partha Pratim Manna Louis M. Mansky Danushka Marapana Dror Marchaim Jonathan S. Marchant Kalisvar Marimuthu Claudia N. H. Marques Carl F. Marrs Julio J. Martin Miguel A. Martín-Acebes José Luis Martínez Marilyn Martinez Luis Martinez-Martinez Willames M. B. S. Martins Francisco M. Marty Kosuke Masutani Amy J. Mathers Mari Matsui Damien Maura Florian P. Maurer Andrew G. McArthur Andrew J. McBain Laura-Isobel McCall Michael McConnell Patrick McGann David McGee Helen McIlleron Edward E. McKee James A. McKinnell Diane McMahon-Pratt Robert McMaster Jonathon Chase McNeil Jan R. Mead Graeme Ayton Meintjes Roberto G. Melano Antonella Mencacci Rubem Sadok Menna-Barreto France Mentre Renee-Claude Mercier Timothy C. Meredith Andres Merits Ethan A. Merritt Stéphane Mesnage Victor Midlej Giovanni Battista Migliori Slawomir Milewski Alita A. Miller Paul Miller William R. Miller Olivier Mimoz Yusuke Minato Paolo Miotto Jose M. Miro Nagendra N. Mishra Toshihiro Mita Kalyan Mitra Sanchita Mitra Shahriar Mobashery Edward S. Mocarski Joerg J. Moehrle Maria F. Mojica Israel Molina Brian C. Monk Rubens Lima Monte-Neto Alan Bruce Montgomery Eun-Kyung Moon Gary Peter Moran Wilfried Moreira Judit Morello Kozo Morimoto Yasu S. Morita Sara Morón-López James C. Morris Joachim Morschhäuser Sean Moss Johan W. Mouton Rodney A. Moxley Bartolome Moya W. Scott Moye-Rowley Patrick Moynihan Angana Mukherjee Olaf Muller Volker Müller Sean C. Murphy Thomas S. Murray Lise Musset Pavan Muttil Peter J. Myler Tomohiro Nabekura Moon H. Nahm Ho Namkoong Kevin A. Nash Mohammad Javad Nasiri Roger L. Nation Gerard J. Nau Roland Nau Gabriel Navarrete-Vázquez Shiri Navon-Venezia Michael Neely Brian C. Nelson Daniel C. Nelson David E. Nelson Alexandr Nemec Ujjwal Neogi Catherine Neuwirth Jason Newland Paul Nguewa Kenneth Gerald Ngwoke Yi Ni Wright W. Nichols Anthony V. Nicola David P. Nicolau Roberto Nicolete Lindsay E. Nicolle Elisabet I. Nielsen Mamoru Niikura Vladyslav Nikolayevskyy Ran Nir Paz David E. Nix Joo Hwan No Carolina Silva Nodari Patrice Nordmann Mahdad Noursadeghi Romulo Dias Novaes Marcio Nucci Eric Nuermberger Daniel O'Brien Lynette Isabella Ochola-Oyier Marco Rinaldo Oggioni Anil Ohja Knut Ohlsen Makoto Ohnishi Lucy Okell Joseli Oliveira Ferreira Hugo Oliveira Jared Olson Maritza Omañ Maritza Omaña-Molina Michael O'Neil Nikolas J. Onufrak Timothy J. Opperman Pamela Orjuela-Sanchez Douglas R. Osmon Ronan F. O'Toole Thomas D. Otto Marc Ouellette Joel S. Owen Livio Pagano Malcolm G. P. Page Daniel Pallin Glen E. Palmer Kelli L. Palmer Kenneth Edward Palmer Lucie Paloque Timothy Palzkill Weiqing Pan Agata Paneth Costas C. Papagiannitsis John R. Papp Peter G. Pappas Tanya Parish Sang-In Park Seung-Chun Park Michael D. Parkins Jonathan B. Parr Marilyn Parsons Nikhat Parveen Jotam Pasipanodya Payal K. Patel Federico Pea David R. Peaper Trisha Nicole Peel Scott D. Pegan Charles A. Peloquin Javier Pemán Daniela I. B. Pereira Sofia Pereira Federico Perez José Esteban Peris David S. Perlin Nitipong Permpalung Lena Pernas Vincent Perreten Peter Pertel Paul Peters Christine A. Petersen Alejandro Petroni Niels Pfennigwerth Dominik Pfoerringer Renata Cristina Picão Christopher G. Pierce Jose Enrique Piñero-Barroso João Pires Munir Pirmohamed Liise-Anne Pirofski Paul J. Planet Daniel Pletzer Mateusz Plucinski Anthony Thomas Podany Larissa Podust Michael Pollastri Ann Marie Porreca Brunella Posteraro John H. Powers Bruno Pradines Pavan Kumar Prathipati Richard A. Proctor Elinor deLancey Pulcini Brandon S. Pybus Alexandre dos Santos Pyrrho Josep Quer Cheryl L. Quinn Issam I. Raad Alyaa Ramadan Gordon Ramage Srinivasan Ramakrishnan Michael Ramharter Stéphane Ranque Kurt Reed Michael D. Reed Michael Reese Dacheng Ren Sanjay G. Revankar John H. Rex Kyu Young Rhee Daniel D. Rhoads Nathaniel James Rhodes Robert P. Ricciardi Christopher Aaron Rice Scott A. Rice Stefan Riedel Leen Rigouts Sandra Rincon Mar Riveiro-Barciela Matthew L. Rizk Michael D. Robek Carlos Robello Anne Robert Jason A. Roberts Gregory Thomas Robertson D. Ashley Robinson Sara M. Robledo Justin A. Roby Rebecca Rockett Arne C. Rodloff Marcio Rodrigues Carlos Andres Rodriguez Juan Bautista Rodriguez Jesús Rodríguez-Baño Jose-Manuel Rodriguez-Martinez Dolors Rodríguez-Pardo Timothy Charles Rodwell Paul D. Roepe P. David Rogers Tom Rogers Stephen J. Rogerson Holger Rohde Kyle H. Rohde Jean Marc Rolain R. Martin Roop Luiz Rosa Jason W. Rosch Carrie M. Rosenberger Philip J. Rosenthal Gian Maria Rossolini Eduard Rovira-Vallbona Somenath Roy Siddhartha Roychoudhury Joaquim Ruiz Ezequiel Ruiz-Mateos Mark E. Rupp Bruce M. Russell Thomas A. Russo Michael J. Rybak Carole Sable Ruxana T. Sadikot Ganesh Chandra Cristiano Christine E. Claudio Maria Peter M. Michael Joseph David L. Francesco Simon Jason J. Marc H. Stefan Andreas M. John William Dean Thomas Robert T. E. N. Gregory Michael J. N. Eric Adam B. S. Anna E. Maria K. Carol Paul A. Patricia J. S. H. Maria L. L. Monica Andrea María Kenneth P. Michael Peter Robert Alexander David R. O. Tania Christine Maria M. Emily S. Srinivasan Joseph F. Gary E. William J. Mario Roger Stephan Timothy R. Philip S. J. D. Stone Paul Elizabeth E. Brian Paul M. William J. J. Sutherland G. Robin K. Pierre Maria Martins Andre W. P. George Tian Tristan S. Anna D. Steven Y. C. Stephen G. Eduardo Anna Maria Patricia A. T. Sarah Allen I. John D. Jane F. Glen C. Kenneth L. Jesus G. N. W. H. S. David de Patrick David Johan J. Wesley Brian D. Michael L. Shawn Andrew Paul E. Nicolas Laura E. Jorge Paula Christopher Laura Paolo Miguel J. Simon J. Larry Timothy M. Karen Robert S. Thomas J. Matthew E. Robert David C. F. Robin M. Sean Carol D. David S. William J. M. Eric Brian James David F. Robert T. David A. R. Peter A. Alan Mariusz William R. Robert Richard Li L. Ellen Vincent B. Young A. J. M. Jonathan S. Peter
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".