A Longitudinal Study of Compensation-Seeking and Return to Work in a Treated Mild Traumatic Brain Injury Sample
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.
Bibliographic record
Abstract
OBJECTIVE: In patients with mild traumatic brain injury (MTBI), to assess: (1) changes in financial compensation-seeking status over time and (2) the relationship between compensation-seeking and return to work. DESIGN: Longitudinal evaluation of financial compensation-seeking status (i.e., at intake, 3 months postinjury, and 12 months postinjury) and relationship of such status to return to work. SETTING: Outpatient rehabilitation clinic. SUBJECTS: Ninety-seven patients with MTBI. MAIN OUTCOME MEASURES: Compensation-seeking status at 3 and 12 months and days taken to return to preinjury vocational activity. RESULTS: Those in litigation at intake generally continued to be in litigation at 3 and 12 months postinjury. Those seeking or receiving compensation via administrative means (e.g., sick pay or workers' compensation) at intake were generally not seeking or receiving compensation by 3 months or later, as was the case for most of those not seeking any financial compensation at intake. Patients seeking or receiving financial compensation via litigation and/or administrative means at intake took longer to return to work than did people who were not seeking or receiving compensation at intake. CONCLUSION: The present study design does not allow for determination of the reasons for the strong relationship between financial compensation-seeking soon post-MTBI and a slow return to work. However, the strength of the present findings indicates that the presence or absence of financial compensation-seeking soon post-MTBI should be routinely evaluated when return to work is an issue.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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 it