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Record W4407022746 · doi:10.7759/cureus.78309

Custom Three-Dimensional Printed Scaffolds or Implants in Patients With Segmental Bone Loss of the Foot and Ankle: A Single-Centre Case Series

2025· article· en· W4407022746 on OpenAlexaff
Andrew Walls, Joel Morash

Bibliographic record

VenueCureus · 2025
Typearticle
Languageen
FieldMedicine
TopicFoot and Ankle Surgery
Canadian institutionsDalhousie University
Fundersnot available
KeywordsMedicineAnkleFoot (prosody)3d printedOrthodonticsSeries (stratigraphy)SurgeryBiomedical engineering

Abstract

fetched live from OpenAlex

BACKGROUND: Custom three-dimensional (3D)-printed implants are a novel surgical treatment for a subset of patients requiring foot and ankle surgery for segmental bone loss. Limited outcome data exist in the literature due to the limited number of cases and short follow-up. The objective of this case series was to evaluate the survival of implants, bony union rates, and measures of pain and quality of life in patients who received custom 3D-printed implants for critical defects of the foot and ankle. Methods: This is a retrospective case series to assess surgical outcomes of patients who underwent implantation of a custom 3D-printed titanium implant between November 2017 and December 2022 in a single foot and ankle unit. The primary outcome was device failure, defined as the removal of the implant. Radiographic analysis was performed to assess for bony integration of implants. Patients completed Short Form 36 (SF-36) and Ankle Osteoarthritis Scale (AOS) questionnaires postoperatively. Results: Ten consecutive patients, five non-weight bearing on average 10 months (range: eight to 13 months) preoperatively and five weight bearing, underwent surgery with custom implants. The average follow-up was 25 months. To date, no patient has required hardware removal or progressed to amputation. Four patients had radiographic bony union confirmed on CT and one on plain film. Two cases are too early to determine, two are total talus implants with no integration surface, and one has a painless fibrous union. The average SF-36 mental component score was 37.80 (range: 8.1-60.64), and the average physical component score was 32.56 (range: 15.5-54.77). CONCLUSION: This case series adds to the growing body of evidence indicating the clinical utility of 3D-printed implants for use in segmental defects of the foot and ankle, demonstrated by the survivorship of implants, promising bony union rates, and functional outcomes. Due to the costs of these implants, larger sample sizes and longer follow-ups are required to support their use.

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)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.011
GPT teacher head0.228
Teacher spread0.216 · 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 designCase report
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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