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Record W3138675546 · doi:10.1016/j.pcorm.2021.100164

Educating surgical patients about safe use of opioids: a randomized controlled trial

2021· article· en· W3138675546 on OpenAlexafffund
Helen R. Doherty, Enoch Lam, Maria Garstka, Junior Chuang, David T. Wong, David R. Urbach, Tania Di Renna, Frances Chung, Jean Wong

Bibliographic record

VenuePerioperative Care and Operating Room Management · 2021
Typearticle
Languageen
FieldMedicine
TopicAnesthesia and Pain Management
Canadian institutionsPublic Health OntarioUniversity of TorontoWomen's College HospitalToronto Western HospitalUniversity Health Network
FundersWomen's College Hospital
KeywordsRandomized controlled trialMedicineAnesthesiaSurgery

Abstract

fetched live from OpenAlex

Background Currently, it is not routine practice in the preoperative clinic to provide standardized patient education for safe postoperative opioid use. We aimed to evaluate the impact of an educational pamphlet for surgical patients on knowledge about safe opioid use. Methods This multi-center randomized controlled study recruited 100 adult patients in the preoperative clinic. All patients completed a baseline knowledge questionnaire consisting of 10 questions. Patients were randomized to intervention: educational pamphlet, or control: no pamphlet. Questionnaires were repeated immediately post-education in the intervention group, and at 15, and 30 days after surgery in both groups. The primary outcome was change in knowledge score post-education in the intervention compared to control group. Results Between groups, the immediate post-education score in the intervention group was significantly higher than control group baseline 34.2 [95% Confidence interval (CI) 33.1-35.3] vs 28.3 [95% CI 26.6-29.9]; P<0.0001). In intervention vs control group, mean scores were significantly higher 31.6 (95% CI 30.5-32.7) vs 29.1 (95% CI 27.9-30.2; P=.002) at 15 days, and 32.4 (95%CI 31.4-33.5) vs 30.5 (95% CI 29.2-31.7; P=.017) at 30 days postoperatively. Conclusions Educating surgical patients with a simple educational pamphlet improved patients’ scores on a standardized test about opioids up to 30 days after surgery.

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)0.001
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: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.098
Threshold uncertainty score0.951

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.013
GPT teacher head0.275
Teacher spread0.263 · 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 designRandomized trial
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

Citations2
Published2021
Admission routes2
Has abstractyes

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