MétaCan
Menu
Back to cohort
Record W2944503315 · doi:10.21037/aoj.2019.04.01

Does metal allergy have relevance in patients undergoing arthroplasty—an electronic survey of surgeon attitudes

2019· article· en· W2944503315 on OpenAlex
Karl B. Scheidt, Mark Schultzel, John M. Itamura

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAnnals of Joint · 2019
Typearticle
Languageen
FieldMedicine
TopicContact Dermatitis and Allergies
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineOrthopedic surgeryAllergySpecialtyFamily medicineArthroplastyPopulationSurgeryPhysical therapyEnvironmental health

Abstract

fetched live from OpenAlex

Background: Metallic implants are an integral part of the practice of orthopaedic surgery. Metal hypersensitivity is reported to be from 10−17% of the general population. No consensus exists on how to screen or what changes in treatment plans should be implemented when reported sensitivities to metals exist. Literature review suggests that preoperative testing may influence surgical practice. This study was designed to gain insight to the experience of orthopaedic surgeons as it relates to metal allergies to metallic orthopaedic implants and to examine the trends in screening and evaluating patients who have sensitivities to metals to determine how this data influences treatment. Methods: An online survey of orthopaedic surgeons’ experiences and opinions on the prevalence, screening protocols, and treatment adjustments made when metal hypersensitivity is suspected was performed. A 35-question survey was distributed via orthopaedic surgery specialty societies, orthopaedic surgery departments, and state orthopaedic societies’ email lists. The survey was performed by a commercially available online survey company, which provided data acquisition and analysis. Results: A total of 230 responses were obtained from May 15, 2015 through December 31, 2015. Respondents were primarily from the United States with a small contribution from Canada and other countries. All regions of the United States and all orthopedic specialties were represented. A quarter of respondents have experience with metal allergy to an implant. Most orthopaedic surgeons (69%) believed that metal allergies occur with orthopedic implants, while 18% did not believe that metal allergies occur. Nickel, cobalt, and chromium allergies were most commonly seen. Consultation with an allergist/dermatologist was primarily used for diagnosis. Revision was listed as the first choice of treatment in 47% of respondents, while observation was listed as first choice by 33%. Most surgeons (59%) did not ask patients about metal allergy history. Only a quarter of patient questionnaires inquired about metal allergy. The majority (59%) altered their implant choice with a mild reaction to testing, whereas 29% did not. With a moderate reaction, 72% altered their implant. When the reaction was severe, 64% altered their implant, 12% obtained a second opinion, and 6% did not alter their implant. Conclusions: Orthopaedic surgeons vary in their level of confidence on whether metal allergy to orthopaedic implants exist. Most surgeons believe in metal allergy, but a sizable number do not believe. The prevalence of reported metal allergy to an implant was low. Surgeons tend to alter their choice of implant more frequently as the reaction becomes more severe. Observation and revision surgery are frequently used to treat an allergic reaction. Allergy/dermatology consults are used to diagnose metal allergy, yet a minority of orthopaedic surgeons inquire about metal hypersensitivity in their patients. Greater awareness of a history of hypersensitivity may prevent patient exposure to implants containing metals that they may react to. More evidence is needed to establish a connection between metal sensitivity and the occurrence of pain and implant loosening following arthroplasty procedures.

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.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.034
GPT teacher head0.291
Teacher spread0.257 · 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