Cargando…

Use of Machine Learning to Assess Cataract Surgery Skill Level With Tool Detection

PURPOSE: To develop a method for objective analysis of the reproducible steps in routine cataract surgery. DESIGN: Prospective study; machine learning. PARTICIPANTS: Deidentified faculty and trainee surgical videos. METHODS: Consecutive cataract surgeries performed by a faculty or trainee surgeon in...

Descripción completa

Detalles Bibliográficos
Autores principales:	Ruzicki, Jessica, Holden, Matthew, Cheon, Stephanie, Ungi, Tamas, Egan, Rylan, Law, Christine
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Elsevier 2022
Materias:	Original Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9700302/ https://www.ncbi.nlm.nih.gov/pubmed/36444216 http://dx.doi.org/10.1016/j.xops.2022.100235

Ejemplares similares

Delayed Vision Recovery after Carotid Vascular Surgery for Branch Retinal Artery Occlusion
por: Ruzicki, Jessica, et al.
Publicado: (2019)

Improving clinical refractive results of cataract surgery by machine learning
por: Sramka, Martin, et al.
Publicado: (2019)

Impact of Cataract Surgery on Functional Balance Skills of Adults
por: Duman, Fulya, et al.
Publicado: (2019)

Crowdsourced Assessment of Surgical Skill Proficiency in Cataract Surgery
por: Paley, Grace L., et al.
Publicado: (2021)

Use of a Machine Learning Method in Predicting Refraction after Cataract Surgery
por: Yamauchi, Tomofusa, et al.
Publicado: (2021)

Comparison of two visual angiographic perfusion grades in acute myocardial infarction
por: Ungi, Tamás, et al.
Publicado: (2009)

Machine learning for technical skill assessment in surgery: a systematic review
por: Lam, Kyle, et al.
Publicado: (2022)

Development of a code-free machine learning model for the classification of cataract surgery phases
por: Touma, Samir, et al.
Publicado: (2022)

Assessment of Automated Identification of Phases in Videos of Cataract Surgery Using Machine Learning and Deep Learning Techniques
por: Yu, Felix, et al.
Publicado: (2019)

Learn Angular: related tools & skills
por: Moere, Jurgen Van de, et al.
Publicado: (2018)

Competency training: Using the ICO cataract rubric to learn and teach cataract surgery
por: Dean, William
Publicado: (2018)

Evaluation of the Nallasamy formula: a stacking ensemble machine learning method for refraction prediction in cataract surgery
por: Li, Tingyang, et al.
Publicado: (2023)

Man vs machine – The future of manual small-incision cataract surgery
por: Honavar, Santosh G
Publicado: (2022)

International Council of Ophthalmology-Small Incision Cataract Surgery rubric: A roadmap to evaluate cataract surgical skill acquisition during residency training
por: Jariwala, Shivani B, et al.
Publicado: (2022)

Numeracy skills learning of children in Africa:—Are disabled children lagging behind?
por: Zhang, Huafeng, et al.
Publicado: (2023)

A practical model for the identification of congenital cataracts using machine learning
por: Lin, Duoru, et al.
Publicado: (2020)

Learning curve in femtosecond laser-assisted cataract surgery
por: Sachdev, Mahipal Singh
Publicado: (2017)

Why learn manual small-incision cataract surgery?
por: Malik, Krishan Pal Singh, et al.
Publicado: (2022)

Usefulness of Surgical Media Center as a Cataract Surgery Educational Tool
por: Ogawa, Tomoichiro, et al.
Publicado: (2016)

Surgery of Cataract
Publicado: (1951)

Functional assessment of a left coronary-pulmonary artery fistula by coronary flow reserve
por: Sasi, Viktor, et al.
Publicado: (2014)

The Implementation of a Multi-institutional Multidisciplinary Simulation-based Resuscitation Skills Training Curriculum
por: Chaplin, Timothy, et al.
Publicado: (2018)

The development of machine learning in bariatric surgery
por: Enodien, Bassey, et al.
Publicado: (2023)

Cataract surgery in colobomatous eyes with advanced cataract
por: Shekhar, Madhu, et al.
Publicado: (2022)

Vision Recovery Velocity, Momentum and Acceleration: Advanced Vitreoretinal Analytics as Measure of Treatment Efficacy for Neovascular Age-Related Macular Degeneration
por: Almeida, David R P, et al.
Publicado: (2021)

Search of inhibitors of aldose reductase for treatment of diabetic cataracts using machine learning
por: Chen, Trevor, et al.
Publicado: (2023)

Cataract surgery outcomes: comparison of the extracapsular cataract extraction and manual small incision cataract surgery techniques
por: Zitha, Amukelani Jimmy, et al.
Publicado: (2022)

Identification of Noise Levels for Skill Training Activities, Equipment, Machines and Power Tools at TVET Institutes in Malaysia
por: Abdul Rahim, Khairul Azhar, et al.
Publicado: (2022)

PhacoTrainer: Deep Learning for Cataract Surgical Videos to Track Surgical Tools
por: Yeh, Hsu-Hang, et al.
Publicado: (2023)

Predicting changes in cataract surgery health outcomes using a cataract surgery appropriateness and prioritization instrument
por: Lim, Morgan E., et al.
Publicado: (2021)

Cataract and Cataract Surgery: Nationwide Prevalence and Clinical Determinants
por: Park, Sang Jun, et al.
Publicado: (2016)

Cataract Surgery in Uveitis
por: Agrawal, Rupesh, et al.
Publicado: (2012)

Pediatric Cataract Surgery
por: Javadi, Mohammad-Ali
Publicado: (2009)

Cataract surgery update
por: Masket, Samuel
Publicado: (2022)

Corrigendum: The development of machine learning in bariatric surgery
por: Enodien, Bassey, et al.
Publicado: (2023)

Risk factors affecting cataract surgery outcome: The Malaysian cataract surgery registry
por: Yong, Geng-Yi, et al.
Publicado: (2022)

Development of Machine Learning Tools in ROOT
por: Gleyzer, S V, et al.
Publicado: (2016)

Predicting the 10-year risk of cataract surgery using machine learning techniques on questionnaire data: findings from the 45 and Up Study
por: Wang, Wei, et al.
Publicado: (2022)

Angiographically borderline left main coronary artery lesions: correlation of transthoracic doppler echocardiography and intravascular ultrasound: a pilot study
por: Ruzsa, Zoltán, et al.
Publicado: (2011)

Application of Machine Learning Models for Tracking Participant Skills in Cognitive Training
por: Sandeep, Sanjana, et al.
Publicado: (2020)

Cannot write session to /tmp/vufind_sessions/sess_tbrpodagqijk5l1ugnqthqmi7k