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Profil bibliographique

Mallory C. Shields

Informations fournies par OpenAlex. Research Africa ne déduit ni nationalité, ni poste, ni coordonnées personnelles.

31Publications signalées
203Citations signalées
4Affiliations récentes

Les institutions déclarées

Les domaines associés

Surgical Simulation and TrainingColorectal Cancer Surgical TreatmentsSoft Robotics and ApplicationsMinimally Invasive Surgical TechniquesDiversity and Career in Medicine

Les publications récentes

Accès ouvert 2025 article OpenAlex

Decoding surgical proficiency and complexity: a machine learning framework for robotic herniorrhaphy

Thomas H. Shin, Abeselom Fanta, Fahri Gökçal, Mallory C. Shields et autres

OBJECTIVE: To evaluate the predictive value of objective performance indicators (OPIs) for case complexity assessment and explore their role in quantifying skill acquisition during robotic ventral herniorrhaphy. Despite advances in herniorrhaphy techniques, unclear metrics of case complexity have significant implications for operative …

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0 citations Surgical Endoscopy
Accès ouvert 2025 article OpenAlex

Early learning curve changes in objective performance indicators during robotic cholecystectomy

Derrick Shao Heng Liu, Mallory C. Shields, Catherine Stricklin, Casey Troxler et autres

Learning curves for experienced laparoscopic surgeons transitioning to the robotic platform are still unknown. With the new availability of objective performance indicators (OPIs), which provide information on surgical behavior, we identified when a surgeon becomes proficient in transitioning from laparoscopic to robotic …

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3 citations Frontiers in Surgery
Accès ouvert 2025 article OpenAlex

A Standardized Temporal Segmentation Framework and Annotation Resource Library in Robotic Surgery

Busisiwe Mlambo, Mallory C. Shields, Simon Parkinson Bach, Armin Bauer et autres

Objective: To develop and share the first clinical temporal annotation guide library for 10 robotic procedures accompanied with a standardized ontology framework for surgical video annotation. Patients and Methods: A standardized temporal annotation framework of surgical videos paired with consistent, procedure-specific annotation …

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12 citations Mayo Clinic Proceedings Digital Health
Accès ouvert 2025 article OpenAlex

Objective performance indicators provide a novel, quantitative method to evaluate surgeon proficiency in robotic lobectomy training

James Nawalaniec, Mallory C. Shields, Hugh Auchincloss, Chi‐Fu Jeffrey Yang et autres

Current evaluation of robotic surgeon proficiency relies on subjective assessment. The robotic platform collects highly granular kinematic data on surgeon activity, known as objective performance indicators (OPIs). We sought to compare surgeon proficiency during lobectomies across training levels using OPIs. Under institutional …

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0 citations JTCVS Open
Accès ouvert 2024 article OpenAlex

Investigating surgeon performance metrics as key predictors of robotic herniorrhaphy outcomes using iterative machine learning models: retrospective study

Thomas H. Shin, Abeselom Fanta, Mallory C. Shields, Georges Kaoukabani et autres

BACKGROUND: Robotic data streams allow for capture of objective performance indicators, providing the ability to quantify and analyse operator technique and movement in optimizing postoperative outcomes. This study provided proof-of-concept demonstration of how intraoperative surgeon-factors could influence post-robotic herniorrhaphy complications via machine …

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4 citations BJS Open

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