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Record W158460984 · doi:10.2106/jbjs.l.00728

Disease and Illness

2012· letter· en· W158460984 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Bone and Joint Surgery · 2012
Typeletter
Languageen
FieldMedicine
TopicShoulder and Clavicle Injuries
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineDashNonunionCoping (psychology)SurgeryDiseaseNothingGeneral surgeryPsychiatry

Abstract

fetched live from OpenAlex

Commentary We are indebted to the surgeons who were curious enough to test their own biases. We are even more indebted to the patients who understand the value of clinical research enough to be randomly assigned to operative or nonoperative treatment so that future patients can make a more informed decision. As the authors point out, the key to interpreting this study is that the primary outcomes were the Disabilities of the Arm, Shoulder and Hand (DASH) and Constant scores rather than fracture union. In spite of the fact that displaced clavicular fractures have difficulty healing and heal out of place without operative treatment (substantial disease or pathophysiology), patients treated with or without surgery have comparable arm-specific disability (comparable illness). Six (24%) of twenty-five nonoperatively treated fractures did not heal, but none of these patients had sufficient symptoms or disability to find surgery appealing. Three patients had symptoms related to malalignment of the fracture, and one underwent surgery. I can hear some of my American colleagues saying “Yeah. Maybe in Finland.” Finns may have exceptional adaptation and resilience—and if they do, we should make it a priority to figure out how to make these exceptional coping strategies accessible to all—but what I’ve always wondered in the United States is, “Where were all of the clavicular nonunions before?” I know that some will say that in the past, surgeons told patients with a clavicular nonunion that nothing could be done and left them to suffer. But I’ve met patients with clavicular nonunions that they were not aware of, and patients with diagnosed nonunions that were not very bothersome. On one visit to the Cleveland Museum of Natural History, 200 clavicles from about 100 years ago had been laid out, and I was impressed that about fifteen of them had fractures and there were two or three nonunions. I think that clavicular nonunion may pass my “cave person” rule. What happened to people with displaced clavicular fractures that failed to heal when there were no doctors to see them, no x-rays to image them, and no implants to fix them? I think it’s safe to say that “cave people” with clavicular nonunions were able to care for themselves well without any effect on life span. That’s not to say that clavicular nonunions don’t affect upper extremity use. Even though patients with nonunion did not request surgery, they did have greater symptoms and disability as measured by the DASH score. The problems associated with a clavicular nonunion seem too subtle on average to be measured by the Constant score, which primarily addresses motion and strength. I’d like to highlight a few other things. First, the handling of missing data is important as it can introduce bias. An initial analysis of the results from a recent Canadian Orthopaedic Trauma Society trial appeared to show a significant difference in union rate between treatment groups, but a reanalysis using last-carried-forward data showed no significant difference1. Researchers should always remember to specify how they will handle missing data prior to enrolling the first patient. Second, the clavicular surgery in this study was performed with subperiosteal stripping and fixation using a non-locked 3.5-mm reconstruction plate placed in the anterior position with at least three screws in each fragment. One plate bent and another broke, but both of these fractures healed. More data are needed to determine the degree to which muscle and periosteal attachments should be preserved and the optimal type and position of the plate, but the evidence to date suggests that technical details are relatively unimportant. Finally, substantial fracture displacement (dichotomized as a displacement of >1.5 bone widths) was the only risk factor for nonunion among nonoperatively treated fractures. Patients and surgeons should decide together how to treat a displaced clavicular fracture. I recommend the development of a decision aid in the form of a video or an interactive web site that presents the current best evidence to patients in a way that they can understand2. Patients can use this aid to clarify their treatment goals and preferences and come to a decision that suits them. Boiled down to one sentence, the best evidence to date is that fracture-healing will not occur in about one in four patients (one in four in this study) with a displaced diaphyseal fracture of the clavicle that is treated nonoperatively (the greater the displacement, the greater the risk), but—at least in Finland—most don’t have enough symptoms or disability to request later operative treatment.

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.

Full frame distilled prediction

Teacher imitation

Not 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)0.001
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.114
Threshold uncertainty score0.542

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.029
GPT teacher head0.304
Teacher spread0.274 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it