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Record W2580890436

SURGICAL PRE-ASSESSMENT OF ELECTIVE ORTHOPAEDIC CONDITIONS USING REMOTE VIDEO-CONFERENCING: PROSPECTIVE STUDY

2015· article· en· W2580890436 on OpenAlexaboutno aff
Muhammad Muneeb Ullah Siddiqui, R. Farro, Kajal Shah, Jason Roberts

Bibliographic record

VenueJournal of Bone and Joint Surgery-british Volume · 2015
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicHealthcare Systems and Technology
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineAnkleProspective cohort studyOrthopedic surgeryArthroplastyHealth carePhysical therapyMedical recordMedical emergencyGeneral surgerySurgery
DOInot available

Abstract

fetched live from OpenAlex

Background- Health care is best delivered face to face, doctor to patient. However, in some places like Scotland, patients can be in remote areas, far from the nearest health care provider. Medical video conferencing (VC) enables patients and doctors to meet for consultations from wherever they may be without the need for travel, and is already used widely in countries like Australia and Canada. Aim- To do a pilot study of using the existing VC facility at our hospital for surgical pre-assessment of patients for elective foot/ankle and lower limb arthroplasty surgery. Methods- A prospective pilot study was performed at our hospital after approval from our ethics committee. Patient-records were vetted to include/exclude from the study and cases considered as “straightforward” were included. Two separate rooms with VC facility were set up in the orthopaedic outpatients, one with the patient and a trained physiotherapist, while the surgeon used the second room to discuss patient9s complaints, do a physical examination, and discuss surgery where appropriate. Results- 120 patients were included in the study out of which 82 (68 %) patients were seen exclusively through VC. Out of the 82, there were 42 foot/ankle cases and 40 cases for lower limb arthroplasty (TKR/THR). There were 40 cases where the VC consultation had to be converted into a face-to-face consultation mainly because the surgeon (31/40) was not entirely satisfied with the VC consultation (inadequate information in notes, anxious patient, etc). Conclusion- We found that the VC consultation worked for a large majority of “straightforward” elective foot/ankle and lower limb arthroplasty conditions. We believe that there is certainly a role for VC consultation, especially for patients in rural/remote areas of Scotland, thus bringing down the cost and inconvenience of patient transport considerably.

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)0.003
metaresearch head score (Gemma)0.001
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 score0.009
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.046
GPT teacher head0.299
Teacher spread0.253 · 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

Citations0
Published2015
Admission routes1
Has abstractyes

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