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Record W4324018499 · doi:10.1097/sla.0000000000005838

Beyond the Surgical Safety Checklist

2023· article· en· W4324018499 on OpenAlexaff
Aliya Ramjaun, Melanie Hammond Mobilio, Nicole C. Wright, Maria Masella, Adam Snyman, Cyril Serrick, Carol‐Anne Moulton

Bibliographic record

VenueAnnals of Surgery · 2023
Typearticle
Languageen
FieldMedicine
TopicHospital Admissions and Outcomes
Canadian institutionsUniversity Health NetworkToronto General HospitalThe Wilson CentreCredit Valley Hospital
Fundersnot available
KeywordsMedicineHandoverChecklistPatient safetyTeamworkSurgical teamDelphi methodMedical emergencyDelphiMultidisciplinary teamNursingSurgeryHealth carePsychology

Abstract

fetched live from OpenAlex

BACKGROUND: The surgical safety checklist (SSC) has been credited with improving team situation awareness (SA) in the operating room. Although the SSC may support team SA at the outset of the operative case, intraoperative handoff provides an opportunity for either SA breakdown or, more preferably, SA reinforcement. High-functioning surgical teams demonstrate a high level of continued SA, whereas teams deficient in SA are more likely to be affected by surgical errors and adverse events. To date, no interprofessional intraoperative tools exist to support team SA beyond the SSC. METHODS: This study was divided into 2 phases. The first used qualitative methods to (1) characterize intraoperative handoff processes across surgery, nursing, anesthesia, and perfusion, and (2) identify cultural factors that shaped handoff practices. Data for phase one were collected over 38 observation days and 41 brief interviews. Phase 2, informed by phase 1, used a modified Delphi process to create a tool for use during intraoperative handoff. Data were analyzed iteratively. RESULTS: Handoff practices were not standardized and rarely involved the entire team. In addition we uncovered cultural factors-specifically assumptions held by participants-that hindered team communication during handoff. Assumptions included: (1) team members are interchangeable, (2) trained individuals are able to determine when it is appropriate to handoff without consulting the OR team. Despite claims of improved teamwork resulting from the SSC, many participants held a fragmented view of the OR team, resulting in communication challenges during handoff. Findings from both phases of our study informed the development of multidisciplinary intraoperative handoff tools to facilitate shared team situation awareness and a shared mental model. CONCLUSIONS: Intraoperative handoff occurs frequently, and offers the opportunity for either renewed or fractured team SA beyond the SSC.

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)0.025
metaresearch head score (Gemma)0.078
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.025
Threshold uncertainty score0.132

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0250.078
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.002
Science and technology studies0.0030.002
Scholarly communication0.0030.006
Open science0.0020.007
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0120.003

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 head0.146
GPT teacher head0.368
Teacher spread0.222 · 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 designNot applicable
Domainnot available
GenreCommentary

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

Citations3
Published2023
Admission routes1
Has abstractyes

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