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Record W4416223004 · doi:10.1302/1358-992x.2025.13.101

LIMB LENGTHENING AND RECONSTRUCTION SOCIETY AIM INDEX: INTER- AND INTRARATER RELIABILITY

2025· article· en· W4416223004 on OpenAlexaff
Gourav Jandial, E. Onyedikachi, Harpreet Chhina, Anthony Cooper

Bibliographic record

VenueOrthopaedic Proceedings · 2025
Typearticle
Languageen
FieldMedicine
TopicBone fractures and treatments
Canadian institutionsBC Children's Hospital
Fundersnot available
KeywordsIntra-rater reliabilityInter-rater reliabilityReliability (semiconductor)Scoring systemOrthopedic surgeryIndex (typography)

Abstract

fetched live from OpenAlex

The Limb Lengthening and Reconstruction Society (LLRS) AIM index is designed to classify the complexity of lower limb deformities, however, it has only been validated in 10 patients, by the original authors. The aims of this study were to assess the correlation between the LLRS AIM index and disease severity; Intrarater and Interrater reliability; and identify the strengths and limitations of this scoring system across multiple clinical conditions. The LLRS AIM Index was calculated for 75 patients (aged less than 16 years) based on their status prior to their first surgery. Patients with prior surgeries were not included in this dataset. The scores were measured twice by a paediatric orthopaedic fellow who reviewed the cases three months apart in order to calculate the intra-observer reliability. A second paediatric orthopaedic fellow also completed the LLRS AIM index scoring for the same set of patients in order to determine the inter-observer reliability. A descriptive analysis of the strengths and limitations of the scoring system was also recorded for each patient. The calculated scores were compared with the severity, which was measured in the form of the total number of surgeries performed at the time of the most recent follow-up. The LLRS AIM scores of 75 patients ranged from 0 to 12 with 22 patients having moderate/ substantial complexity. The scoring system had excellent Interrater (0.88 [0.84, 9.92]) and Intrarater (0.98 [0.96, 0.99]) reliability. Out of 75, 41 underwent single or multiple surgical interventions, 23 did not require any surgical intervention and 11 have surgery planned. We found that with each unit increase in LLRS AIM Score, the chance of needing surgery increased by 17% (Rate ratio = 1.17, 95% Cl = 1.11 to 1.22, p < 0 .001). The scores calculated in certain pathologies like rotational malalignments and tibial bowing were lower relative to other limb deformity conditions and less predictive of the need for surgery. A higher LLRS-AIM index is associated with an increased need for surgery. However, the scores in rotational malalignment and tibial bowing conditions should be interpreted with caution and there may need to be modifiers to the scoring system to account for these variations. A study with a larger sample size is ongoing. This is the first independent validation of the LLRS-AIM index which confirms that it is a reliable tool to assess the severity of lower limb deformities with excellent Intrarater and Interrater reliability.

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)0.000
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 score0.171
Threshold uncertainty score0.503

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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 head0.006
GPT teacher head0.241
Teacher spread0.235 · 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
Published2025
Admission routes1
Has abstractyes

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