Bibliographic record
Abstract
Orthopaedic trauma is a growing subspecialty that has its own unique problems. Although a substantial amount of data originates from North America, it is obvious that we are not alone in our struggles to improve patient care in our field. The Journal of Orthopaedic Trauma was started as a means to disseminate this information as an outgrowth of the newly formed Orthopaedic Trauma Association. Although the authors in the past have been predominantly North Americans, the readership has become more and more international in its distribution. Over the last 6 years, the Journal has fostered this relationship with the international community of traumatologists who regularly read our publication. Belgian, Japanese, Argentinian, and Canadian societies, as well as the International Society for Fracture Repair, have all made JOT their journal as well. Our goal has always been to develop a forum to answer questions and solve problems for physicians in our discipline of medicine, no matter where they may live. This issue of the Journal, then, marks a milestone for our publication. Seven scientific publications, one technique, and three case reports will be found in this issue. All of the scientific papers come from outside the U.S. and discuss a wide range of problems: forearm fractures (Italy), proximal humerus fractures (Turkey), spinal fractures (Israel), acetabular fractures (Sweden), knee dislocations (New Zealand), bone transport (South Korea), and issues with osteogenesis (England). The technique article and case reports originate from England, South Korea, and the U.S. The peer review process is blinded both to author and reviewer in our Journal. As any of you who have published in our Journal know, all manuscripts undergo a rigorous acceptance process, sometimes with multiple revisions, before that paper is finally ready for publication. The information in those accepted manuscripts must be useful and timely for the readership. Different countries experience different problems, and the solutions to those problems offer all our readers insights they may not have thought of in dealing with these issues. This is what makes an international forum so valuable. We applaud all of the authors from around the globe who submit manuscripts and have them published in our Journal. With this issue, the Journal of Orthopaedic Trauma has truly become the international journal it was always meant to be. As always, happy reading! FIGUREFigure
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 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 | 0.004 | 0.020 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.010 | 0.008 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.016 | 0.007 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.246 | 0.123 |
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".