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Lauren Sparks, Barbara Ukropcová, Hui Xie, Jana M. Smith, David Hymel, George A. Bray, John Miles, Steven A. Smith, Tova Meshulam, Jeffrey R. Simard, James M. Hamilton, Paul Pilch Boston, Nasser Rizk, Z. J. Guo, Jun Cal, Nasi Huang, James Boston, Vipin Suri, Jason Xiang, Xiangping Li, Darrell Panza, Yuzhe Xing, Guixian Jin, Ariful Qadri, Mylène Perreault, Lori D. Klaman, Ann Aulabaugh, Seung Hahm, James F. Tobin, Eddine Salah, Pengxiang She, Cynthia Van Horn, Tanya Reid, Susan M. Hutson, Christopher Lynch Hershey, Matthew R. Jackman, Lori Gerard, Sandra Vonkaenel, Elizabeth H. Kealey, Tracy J. Horton, Christina Koutsari, Bruce D. Patterson, Michael C. Jensen, St Louis, Anthony E. Civitarese, Stacy Carling, Leonie K. Heilbronn, Matthew W. Hulver, Vance L. Albaugh, Erin Digitale, Steven C. Griffen, Kimber L. Stanhope, James L. Graham, Havel Davis, John G. Kral, Simon Biron, Serge Simard, Frédéric‐Simon Hould, Stéfane Lebel, Simon Marceau, Gladys Strain, Michel Gagner, Alfons Pomp, William B. Inabnet, Gregory Dakin, New York, Ted D. Adams, James H. Walker, Sheldon E. Litwin, Robert C. Pendleton, Michael B. Strong, Ronette L. Kolotkin, Erick Avelar, Michael J. LaMonte, Tom V. Cloward, Tom Nuttall, Sherman Smith, Richard E. Gress, Alger-Mayer Sharon, Sara Clark, Jennifer D. Lundgren, Andrew B. Newberg, Kelly C. Allison, Nancy Wintering, Albert Stunkard Philadelphia, Ana Andrade, Tara Minaker, Kathleen J. Melanson, Kathryn A. Kaiser, Susan F. Franks, Joan F. Carroll, Deborah Green, Jason van Steenburgh, Christopher N. Ochner, John Kounios, Jennifer O. Fisher, Angeles Arreola, J. Michael Proffitt, Kyle W. Peebles, Guowen Cal, Karin Haack, Nancy F. Butte, Anthony Uzzle, Shelley A. Cole, San Antonio, Ingrid B. Borecki, Mary F. Feitosa, Duanduan Ma, Richard Myers, Sally Williamson, Karl St, V. Saroja Voruganti, Vincent P. Diego, John Blangero, Sven O. E. Ebbesson, Richard Devereux, Richard R. Fabsitz, Barbara V. Howard, Anthony G. Comuzzie, Jean San, Anthony Com, Uzzle Houston, Edward Smith, Lisa J. Martin, Ahmed H. Kissebah, Michael Milwaukee, M. Elizabeth Tejero, Joanne E. Curran, Harald H.H. Göring, Matthew P. Johnson, Thomas D. Dyer, Jeremy B. M. Jowett, Gregory Collier, Eric K. Moses, Jean Maccluer, Michael C. Mahaney, John San, Barry M. Popkin, Leonard H. Epstein, Matthew Davis, Achamyeleh Gebremariam, Ann Arbor, Adam Gilden Tsai, David M. Williamson, Henry Glick Philadelphia, Denise K. Houston, Jingzhong Ding, Barbara J. Nicklas, Tamara Harris, Jung Lee, Michael C. Nevitt, Susan Rubin, Frances A. Tylavsky, Steve Kritchevsky, Winston Salem, Nc Winston, Scott W. Keith, Chenxi Wang, Kevin R. Fontaine, Walter Kao, Yu‐Ching Cheng, Karen M. Horton, Jeanne M. Clark, Kathy L. Ryan, Benjamı́n Caballero, Tongjian You, Rongze Yang, Da‐Wei Gong, Nc Baltimore, Daniel Shriner, María De Luca, David C. Allison, Douglas M. Ruden, Y Birmingham, Sarah Anderson, Patrica Cohen, Elena N. Naumova, Paul F. Jacques, Aviva Boston, Perrie E. Pardee, Gregory J. Norman, Robert H. Lustig, Daniel Preud’Homme, Jeffrey San, Diana L. Williams, Denis G. Baskin, Michael Schwartz, Marc L. Reitman, Yaguang Si, Ryan Nolan, Santhosh Palani, Daniel Penarete-Acosta, Kyongbum Lee Medford, Thomas C. Vary, Sarah K. Bronson, Christopher J. Lynch, Susan Hutson Hershey, Michael B. Zemel, Xiaocun Sun, Christian Roy, Sabina Paglialunga, Patrick Schrauwen, Esther Moonen‐Kornips, Matthijs Hessellnk, Paul T. Pfluger, Bastiano Sanna, Jennifer Brown, Tamara R. Castañeda, Diego Perez Tilve
Bibliographic record
VenueObesity · 2006
Typearticle
Languageen
FieldMedicine
TopicOsteomyelitis and Bone Disorders Research
Canadian institutionsQuebec Rehabilitation Research Network
Fundersnot available
KeywordsMedicine
Abstract
No abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
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.
metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.091
Threshold uncertainty score0.683
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) | 0.001 | 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.
Opus teacher head0.021
GPT teacher head0.318
Teacher spread0.297 · 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; a candidate call from one teacher head, not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical
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
Published2006
Admission routes1
Has abstractno