Interactive interdisciplinary pain research in adolescent and young adult females: a pilot investigation of brain, physiological, and emotional functioning following orthopedic surgery
Bibliographic record
Abstract
OBJECTIVE: In this pilot investigation, we aimed to explore the neurological and biobehavioral mechanisms underlying pain outcomes in adolescent and young adult (AYA) females following orthopedic surgery, an area largely unexplored. METHODS: Functional near-infrared spectroscopy was used to investigate brain responses in the primary sensory cortex (sensory pain processing) and the prefrontal regions (emotional processing) in 24 AYA females who underwent orthopedic surgery within the previous 2 years compared to 20 group-matched controls without a surgical or chronic pain history. A battery of self-reported pain-related and emotional functioning measures (PROMIS; pain catastrophizing) were also administered. Cortical activations and functional connectivity (FC), involving the prefrontal (PFC) and somatosensory cortices (SMC), were assessed during resting state and a descending pain modulation task (conditioned pain modulation). RESULTS: In the control group, PFC-SMC FC in response to pain was significantly linked to anxiety, whereas this correlation was absent in the post-surgical cohort. CONCLUSION: These results highlight distinct altered responses in sensory and emotional brain functioning in AYA females following orthopedic surgery. We suggest that such changes may be related to the involvement of the PFC-SMC communication in the maintenance of chronic pain.
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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 | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 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 | 0.001 |
| 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 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".