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Record W3009933477 · doi:10.1097/sap.0000000000002196

Creating an Outpatient, Local Anesthetic Hand Operating Room in a Resource-Constrained Ghanaian Hospital Builds Surgical Capacity and Financial Stability

2020· article· en· W3009933477 on OpenAlexaff
Kathleen A. Holoyda, Boutros Farhat, Donald H. Lalonde, Oheneba Owusu-Danso, Pius Agbenorku, Paa Ekow Hoyte-Williams

Bibliographic record

VenueAnnals of Plastic Surgery · 2020
Typearticle
Languageen
FieldMedicine
TopicGlobal Health and Surgery
Canadian institutionsSaint John Regional HospitalDalhousie University
Fundersnot available
KeywordsMedicineLocal anesthesiaSurgeryTourniquet

Abstract

fetched live from OpenAlex

INTRODUCTION: Expanding surgical capacity is very difficult in resource-constrained countries. Financial input and additional physical operating room space are needed. The surgical patient volume exists, but the lack of operating room time causes postponement of cases. Hand surgery is particularly important as it improves patient function and allows for a timely return to the workforce after injury. Some hand surgery cases may be performed under local anesthesia with a very basic instrument set in a procedure room. This arrangement eliminates the need and financial burden of an equipped operating room and the need for an anesthesiologist. We hypothesized that performing hand surgery in a simple procedure room by a surgeon with knowledge of adequate local anesthesia could increase hand surgery capacity significantly in a low-income country. METHODS: This technique has been instituted at Komfo Anokye Teaching Hospital in Kumasi, Ghana, with the use of a single procedure room that was previously used for storage. A surgeon trained in performing wide-awake local anesthesia no tourniquet technique visited Komfo Anokye Teaching Hospital and provided lectures about hand surgery under local anesthesia and evidence-based sterility for 6 years. The number and type of cases performed in the procedure room were recorded for the first 11 months after it opened in 2017. RESULTS: For 11 months, use of this room had increased surgical capacity by 33 cases per month. Patient ages ranged from 2 months to 65 years. There have been 358 total cases performed, 240 of which were hand cases. This included washout of hand wounds (n = 87), tendon repair (n = 54) including a single tendon transfer, fracture pinning (n = 33), amputations (n = 24), trigger finger repair (n = 10), nerve repair (n = 6), congenital hand surgery (n = 4), and other (n = 22). Cost savings per case in the procedure room ranges from 500 cedis (US $100) to 2000 cedis (US $400). CONCLUSIONS: The simple procedure room runs more efficiently and is less costly compared with the main operating rooms. Although the case volume has increased surgical capacity significantly, costs to the hospital and patient have decreased. The hospital is reimbursed in a timely fashion for the procedures directly by the patient using this technique. The creation of a single procedure room for wide-awake local anesthesia no tourniquet hand surgery has helped address the issues of inadequate operating room space, time, and expense in resource-constrained Ghana.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.015
Threshold uncertainty score0.051

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0150.001

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 head0.056
GPT teacher head0.286
Teacher spread0.230 · 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 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

Citations27
Published2020
Admission routes1
Has abstractyes

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