Evidence map›Paper›PMID 42377440›Full record

ArticleEuropean spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society2026

Evaluation of a mixed reality navigation simulator for training of minimally invasive interventions of the spine: a pilot didactic plan.

Felipe Miguel Camarillo-Juárez, Jorge Alberto Pérez-Terrazas, Jessica Alatorre-Flores, César Fabián Domínguez-Velasco, Efrain Albor-Ramírez, Jonathan Roberto Torres-Castillo, Marino Antonio Capurso-García, Miguel Ángel Padilla-Castañeda

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In one paragraph

Article in European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Felipe Miguel Camarillo-JuárezGeneral Hospital of Mexico "Dr. Eduardo Liceaga", Mexico City, Mexico.ORCID http://orcid.org/0009-0007-2293-4663
Jorge Alberto Pérez-TerrazasGeneral Hospital of Mexico "Dr. Eduardo Liceaga", Mexico City, Mexico.ORCID http://orcid.org/0009-0003-7022-5221
Jessica Alatorre-FloresApplied Sciences and Technology Institute ICAT, National Autonomous University of Mexico UNAM, Mexico City, Mexico.ORCID http://orcid.org/0009-0007-9509-9646
César Fabián Domínguez-VelascoApplied Sciences and Technology Institute ICAT, National Autonomous University of Mexico UNAM, Mexico City, Mexico. cesar.dominguez@icat.unam.mx.ORCID http://orcid.org/0000-0002-1500-777X
Efrain Albor-RamírezApplied Sciences and Technology Institute ICAT, National Autonomous University of Mexico UNAM, Mexico City, Mexico.ORCID http://orcid.org/0009-0001-8256-4656
Jonathan Roberto Torres-CastilloApplied Sciences and Technology Institute ICAT, National Autonomous University of Mexico UNAM, Mexico City, Mexico.ORCID http://orcid.org/0000-0002-0335-9639
Marino Antonio Capurso-GarcíaGeneral Hospital of Mexico "Dr. Eduardo Liceaga", Mexico City, Mexico.
Miguel Ángel Padilla-CastañedaApplied Sciences and Technology Institute ICAT, National Autonomous University of Mexico UNAM, Mexico City, Mexico. miguel.padilla@icat.unam.mx.ORCID https://orcid.org/0000-0002-1389-2074

Funding

Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México DGAPA-PAPIIT IN117425Secretaría de Educación, Ciencia, Tecnología e Innovación de la Ciudad de México SECTEI 087/2023
6 · The paper itself

Abstract

purposeMinimally invasive interventions of the spine (MISP) involve high-risk procedures. Lack of accuracy in infiltrations or poor screw placement can lead to severe neurological, vascular, and visceral injuries. This requires better training methods for residents, including surgical simulation, to reduce patient risk and lead to more efficient surgeries with lower error rates and improved clinical outcomes.

methodsA mixed-reality simulator for training in MISP procedures was evaluated. The simulator combines two navigation modalities: (1) virtual reality fluoroscopy simulation and (2) mixed reality with augmented and virtual reality scenes. Two interventions were selected for simulation: pure facet infiltration and transpedicular screw placement. A pilot training program was designed and implemented, comparing the two navigation modalities: fluoroscopy simulation vs. mixed-reality navigation. Ten orthopedic residents participated in the study. Their performance was evaluated by using simulator metrics. Their perceived experience was assessed through a specifically designed questionnaire.

resultsResidents improved overall execution times during mixed reality navigation. In particular, greater success in screw placements with shorter execution times during mixed reality navigation compared to fluoroscopy simulation. Similarly, they also achieved greater accuracy in the infiltration procedure. The questionnaire reveals that residents have a positive evaluation of the simulator and find it valuable for training purposes.

conclusionCompared to fluoroscopy simulation, residents found it easier to perform tasks with the mixed reality guide in perceiving and understanding anatomy, safe pathways, and correct target locations. Overall, the simulator was deemed valuable for training. This motivates further research on stratified programs and their benefits, possibly starting with mixed reality, followed by fluoroscopy simulation. Also provides useful information for improving the simulation, including better visual feedback and patient-specific cases.

Indexed as

Medical trainingMinimally invasive spine surgeryMixed realityScrew placementSpine infiltrationSurgery simulation

Identifiers

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.