Bibliographic record
Abstract
The Editors express their sincere appreciation to the following individuals who faithfully and skillfully performed peer reviews in 2016 for articles submitted to Wilderness & Environmental Medicine. WEM continues to have a growing impact on the scientific community. We acknowledge the essential role our peer reviewers play in ensuring the merit and quality of the manuscripts we publish. Many of these individuals reviewed multiple papers, and some also serve on the Editorial Board and maintain Section Editor duties. Without their service we could not produce this high-quality medical journal. (Note: * indicates WEM Editorial Board membership.) John Anderson, USA Eldon Askew, USA Paul S. Auerbach, USA Howard Backer, USA* Howard Barkan, USA Peter Bartsch, Germany Buddha Basnyat, Nepal* Benjamin Bassin, USA Brad L. Bennett, USA* Michael Bergeron, USA Jeffrey Bernstein, USA Cindy Carol Bitter, USA Michael Bogdasarian, USA Adolfo Borges, Bolivarian Republic of Venezuela Gemma Claire Lewis Bornick, USA Carlos E. Bozzini, Argentina Julio Brito, Chile Monika Maria Brodmann Maeder, Switzerland Hermann Brugger, Italy Martin Burtscher, Austria Frank K. Butler, USA Gabriel Cade, USA Aaron D. Campbell, USA Michael Cardwell, USA Jim Caruso, USA Edward R. Chu, Australia John Robert Clarke, USA Anita T. Cote, Canada Cord Cunningham, USA Tracy Alexandra Cushing, USA* Michael Dacre, USA Luc De Haro, France Juan Del Coso, Spain Thomas Deloughery, USA Robert W. Derlet, USA James H. Diaz, USA Warren C. Dorlac, USA Brendon Drew, USA Charles Dumke, USA Ola Halina Dunin-Bell, Canada Bruno Durrer, Switzerland* David Eaton, Canada Bruce Edgerly, USA Kurt Power Eifling, USA Timothy B. Erickson, USA* Preston J. Fedor, USA Joshua Fenderson, USA Joseph Derek Forrester, USA Hin Tat T. Fung, China Nathalie Garcia-Russell, USA Flavio G. Gaudio, USA Charles J. Gerardo, USA Stephen D. Giebner, USA Milton Glatterer, USA Todd Golden, USA Torrey Lisa Goodman, USA Gudmund Grønhaug, Norway Colin K. Grissom, USA* Tracy Beth Høeg, USA Peter Hackett, USA* Vidal Haddad Junior, Brazil Charlotte Haldane, UK N. Stuart Harris, USA Tatiana Havryliuk, USA Seth C. Hawkins, USA Alana Hawley, USA Carlton Heine, USA Mary Josephine Hessert, USA David Hillebrandt, UK Alastair Hodges, Canada John Holcomb, USA Christopher Holstege, USA Benjamin Honigman, USA Stephanie Howe, USA Stephen Hyslop, Brazil Chris Imray, UK Hillary Irons, USA Arthur (Tony) Anthony Islas, USA Ahmad Khaldun Ismail, Malaysia Wills P. Janardanan, India Dominique Jean, France James Jeng, USA Barbara Jones, USA Noah Jordahl, USA Jeremy D. Joslin, USA Nicholas Kanaan, USA Lee Kaplan, USA Bengt Kayser, Switzerland Robert W. Kenefick, USA* Daniel Keyler, USA Morteza Khodaee, USA Kenneth W. Kizer, USA* Joseph Guy Kotora, USA Russ Steven Kotwal, USA Brian Krabak, USA John F. Kragh, USA Senanayaka Am Kularatne, Sri Lanka Ricky Langley, USA Wolfgang Lederer, Austria Jay Lemery, USA* Brian Andrew Lentz, USA Justin Christopher Lewis, USA James Lieberman, USA Grant S. Lipman, USA* Lanny Littlejohn, USA Adam Lund, Canada Yongjun Luo, China Robert L. Mabry, USA Darryl Macias, USA* Ioannis Mavridis, Greece Loui McCurley, USA Laura McGladrey, USA Scott Ellis McIntosh, USA Christine Mermier, USA John Meyers, USA James Sibree Milledge, UK Richard Moon, USA Roger B. Mortimer, USA Thomas Myers, USA Andrew T. Nathanson, USA Maniraj Neupane, Nepal Matias Nochetto, USA Robert Lee Norris, USA Andrew Nyberg, USA Gerald O’Malley, USA Iekhsan Othman, Malaysia Edward Joseph Otten, USA* Peter Paal, UK Andrew Padula, Australia Prativa Pandey, Nepal Ryan Paterson, USA Andre Michael Pennardt, USA Erica Perrier, USA Dan D. Petersen, USA David Pomeranz, USA Jose Antonio Prieto, Spain Matiram Pun, Nepal* Robert H. Quinn, USA* Jeremiah Ray, USA Oliver Reisten, Switzerland Peter Rhee, USA Jean Paul Richalet, France Marc Robins, USA George W. Rodway, USA* Ian Rogers, Australia Terry Rolan, USA Jens Rothenberger, Germany Brent Ruby, USA Emily Sagalyn, USA John R. Saucier, USA Tim Saunders, UK Volker Schöffl, Germany* Michael Schaer, USA Bernd Volker Scheer, Spain Andrew Schmidt, USA Corinne Schmitt, France Robert Schoene, USA* Walter Schrading, USA Richard H. Schreckengaust, USA Juerg Schweizer, Switzerland William Selde, USA Katherine Shea, USA Suzanne M. Shepherd, USA David R. Shlim, USA Jessica J. Slim, USA William R. Smith, USA Susanne J. Spano, USA Swati Srivastava, India Cynthia B. Stevens, USA Cris Stickley, USA Suzy Stokes, UK Giacomo Strapazzon, Italy Michael B. Strauss, USA Kingman Perkins Strohl, USA Kristin Stuempfle, USA Douglas Sward, USA Erik R. Swenson, USA Choo Hock Tan, Malaysia David Tan, USA Nelson Tang, USA Christopher Tedeschi, USA Christopher Van Tilburg, USA Arpana Vibhuti, India Julian Villar, USA Jenny Theresa Visser, New Zealand Dale R. Wagner, USA Beat Walpoth, Switzerland Jonathon Webber, New Zealand Ian Wedmore, USA Jacob Andreas Wegelin, USA Lori Weichenthal, USA David Wharton, USA Albert R. Wheeler, USA Jenna Marie Bartz White, USA Buddhika T. B. Wijerathne, Sri Lanka Peter Wilmshurst, UK Matthew Wilson, USA Gordon H. Worley, USA Quanfu Xue, China Cedric M. Yoshimoto, USA David Young, USA Ken Zafren, USA* Keith William Zirkle, USA
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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".