MétaCan
Menu
Back to cohort
Record W4405617415 · doi:10.2196/63556

Impact of Psychological Resilience on the Fear of Pain and Activity Recovery in Postsurgical Patients: Observational Cohort Study

2024· article· en· W4405617415 on OpenAlexvenueno aff
Yang Luo, Chunfen Peng, Lihong Bao

Bibliographic record

VenueJMIR Formative Research · 2024
Typearticle
Languageen
FieldPsychology
TopicMusic Therapy and Health
Canadian institutionsnot available
FundersNatural Science Foundation of Hubei ProvinceNational Natural Science Foundation of China
KeywordsPreprintObservational studyResilience (materials science)CohortMedicinePsychologyClinical psychologyInternal medicineComputer science

Abstract

fetched live from OpenAlex

BACKGROUND: Fear of pain (FOP) and fear avoidance belief (FAB), play a crucial role in the occurrence and development of chronic pain. However, the dynamics of these factors in post-surgical pain appear to differ, with FOP often learned from others rather than directly caused by painful experiences. Psychological resilience refers to an individual's capacity to adapt effectively to adversity, challenges, and threats, and may play a significant role in overcoming FOP and avoidance behavior. OBJECTIVE: The aim of this study was to investigate the role of psychological resilience in overcoming FOP and avoidance behavior among surgical patients undergoing lung surgery. METHODS: Participants were recruited at Wuhan union hospital. Psychological resilience was measured using the Connor-Davidson Resilience Scale. FOP was assessed using the simplified Chinese version of the Fear of Pain-9 items. FAB was measured using the Physical Activity subscale of the Fear-Avoidance Beliefs Questionnaire. Activity recovery was assessed through questions related to social activities and household responsibilities. Adaptive Lasso regression analysis under nested cross-validation was used to identify key factors affecting postoperative FOP and activity recovery. RESULTS: A total of 144 participants were included in the final analysis. The results showed that preoperative FOP (coefficient =8.620) and FAB (coefficient =8.560) were mainly positively correlated with postoperative FOP, while psychological resilience (coefficient =-5.822) and age (coefficient =-2.853) was negatively correlated with it. The model explains an average 73.1% of the variance. In predicting activity recovery, psychological resilience was the most important factor, and the model obtained an average accuracy of 0.820 ± 0.024 and an average AUC of 0.926 ± 0.044. CONCLUSIONS: Psychological resilience is negatively associated with postoperative FOP and positively with activity recovery in lung surgery patients. Patients with higher resilience are more likely to cope effectively with post-surgical pain and recover activities sooner. These findings highlight the importance of assessing and potentially enhancing psychological resilience in the perioperative period to improve postoperative outcomes. CLINICALTRIAL: Registration Number: ChiCTR2200056651.

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 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)0.007
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 score0.047
Threshold uncertainty score0.921

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.171
GPT teacher head0.531
Teacher spread0.359 · 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

Classification

machine, unvalidated

Machine 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

Citations4
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueJMIR Formative ResearchSame topicMusic Therapy and HealthFrench-language works237,207