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Record W3179946770 · doi:10.1080/24740527.2021.1952066

The intersection of harm reduction and postoperative care for an illicit fentanyl consumer after major surgery: A case report

2021· article· en· W3179946770 on OpenAlexaffabout
Salima Ladak, Gonzalo Sapisochín, P. Maxwell Slepian, Hance Clarke

Bibliographic record

VenueCanadian Journal of Pain · 2021
Typearticle
Languageen
FieldMedicine
TopicOpioid Use Disorder Treatment
Canadian institutionsToronto General HospitalYork UniversityUniversity of TorontoUniversity Health Network
Fundersnot available
KeywordsMedicineFentanylOxycodoneAnalgesicHarm reductionDistressOpioidAnesthesiaNursingPublic healthInternal medicine

Abstract

fetched live from OpenAlex

Background As Canada continues to address challenges related to the opioid crisis, individuals suffering from opioid use disorder (OUD) can be especially vulnerable to physical and psychological destabilization after surgery. Adopting a harm reduction approach postoperatively can be a success factor for safe recovery and satisfactory analgesia.Purpose We present the case of a 40-year-old patient (referred to as DC) with OUD using illicit fentanyl, heroin, and oxycodone preoperatively and admitted for an elective liver resection for steroid-induced hepatoma. Despite a preoperative anesthesia assessment and the initiation of a standard balanced multimodal analgesic regimen, suboptimal analgesia was evident in the first 24 h postoperatively. This lack of analgesic efficacy precipitated DC’s use of illicit self-injected intravenous (IV) opioid and significant emotional distress. To address this, a nurse practitioner and anesthesiologist within the Toronto General Hospital acute and transitional pain program and the surgical team quickly met and adopted a harm reduction approach to manage DC’s postoperative pain and emotional distress. The ultimate goal was to eliminate self-administration of illicit IV opioids and prevent DC from attempting to leave hospital against medical advice. Following an interprofessional team discussion that included DC, IV fentanyl was offered via a patient-controlled analgesia pump to DC’s satisfaction (exceeding standard settings), providing acceptable pain relief. To our knowledge, DC did not self-administer additional illicit drugs during the remainder of hospitalization.Outcome This harm reduction approach resulted in DC’s safe recovery, achievement of postoperative functional milestones, and continued engagement with outpatient pain 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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0020.002
Science and technology studies0.0070.002
Scholarly communication0.0030.003
Open science0.0020.004
Research integrity0.0060.007
Insufficient payload (model declined to judge)0.0030.001

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 head0.016
GPT teacher head0.271
Teacher spread0.255 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designCase report
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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