Danyal Z. Khan
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View article: SurgAnt-ViVQA: Learning to Anticipate Surgical Events through GRU-Driven Temporal Cross-Attention
SurgAnt-ViVQA: Learning to Anticipate Surgical Events through GRU-Driven Temporal Cross-Attention Open
Anticipating forthcoming surgical events is vital for real-time assistance in endonasal transsphenoidal pituitary surgery, where visibility is limited and workflow changes rapidly. Most visual question answering (VQA) systems reason on iso…
View article: The prevalence and risk of mortality associated with antimicrobial resistance within nosocomial settings—a global systematic review and meta-analysis of over 20,000 patients
The prevalence and risk of mortality associated with antimicrobial resistance within nosocomial settings—a global systematic review and meta-analysis of over 20,000 patients Open
View article: PitVis-2023 challenge: Workflow recognition in videos of endoscopic pituitary surgery
PitVis-2023 challenge: Workflow recognition in videos of endoscopic pituitary surgery Open
The field of computer vision applied to videos of minimally invasive surgery is ever-growing. Workflow recognition pertains to the automated recognition of various aspects of a surgery, including: which surgical steps are performed; and wh…
View article: A core outcome set for pituitary surgery research: an international delphi consensus study
A core outcome set for pituitary surgery research: an international delphi consensus study Open
View article: ASSESSMENT OF PROPHYLACTIC ANTIBIOTIC USE IN OPEN INGUINAL HERNIA SURGERY: A STUDY AT A TERTIARY CARE CENTRE
ASSESSMENT OF PROPHYLACTIC ANTIBIOTIC USE IN OPEN INGUINAL HERNIA SURGERY: A STUDY AT A TERTIARY CARE CENTRE Open
View article: The Effectiveness of Problem Based Learning assisted by Educaplay on Pancasila Education Learning Outcomes of Elementary School Students
The Effectiveness of Problem Based Learning assisted by Educaplay on Pancasila Education Learning Outcomes of Elementary School Students Open
Learning models that do not actively involve students in the learning process are one of the factors causing low learning outcomes. This research aims to test and analyze how effective the problem-based learning model, which utilizes Educa…
View article: Wearable sensors-based assistive technologies for patient health monitoring
Wearable sensors-based assistive technologies for patient health monitoring Open
Introduction: With the advancement of handheld devices, patient health monitoring using wearable devices plays a vital role in overall health monitoring. Methods: In this article, we have integrated multi-model bio-signals to monitor patie…
View article: Automated Operative Phase and Step Recognition in Vestibular Schwannoma Surgery: Development and Preclinical Evaluation of a Deep Learning Neural Network (IDEAL Stage 0)
Automated Operative Phase and Step Recognition in Vestibular Schwannoma Surgery: Development and Preclinical Evaluation of a Deep Learning Neural Network (IDEAL Stage 0) Open
BACKGROUND AND OBJECTIVES: Machine learning (ML) in surgical video analysis offers promising prospects for training and decision support in surgery. The past decade has seen key advances in ML-based operative workflow analysis, though exis…
View article: ConsisTNet: a spatio-temporal approach for consistent anatomical localization in endoscopic pituitary surgery
ConsisTNet: a spatio-temporal approach for consistent anatomical localization in endoscopic pituitary surgery Open
Purpose Automated localization of critical anatomical structures in endoscopic pituitary surgery is crucial for enhancing patient safety and surgical outcomes. While deep learning models have shown promise in this task, their predictions o…
View article: PERIOPERATIVE EFFECT OF CAUDAL BLOCK ON PAEDIATRIC PATIENTS UNDERGOING UROGENITAL SURGERIES
PERIOPERATIVE EFFECT OF CAUDAL BLOCK ON PAEDIATRIC PATIENTS UNDERGOING UROGENITAL SURGERIES Open
View article: 3D reconstruction in endonasal pituitary surgery
3D reconstruction in endonasal pituitary surgery Open
View article: Utilising Natural Language Processing to Identify Brain Tumor Patients for Clinical Trials: Development and Initial Evaluation
Utilising Natural Language Processing to Identify Brain Tumor Patients for Clinical Trials: Development and Initial Evaluation Open
NLP can be used effectively to extract brain tumor diagnoses from free-text EHR records with minimal additional training. The extracted concepts can then be linked to ongoing clinical trials. While further analysis is required to assess th…
View article: Surgical AI Copilot: Energy-Based Fourier Gradient Low-Rank Adaptation for Surgical LLM Agent Reasoning and Planning
Surgical AI Copilot: Energy-Based Fourier Gradient Low-Rank Adaptation for Surgical LLM Agent Reasoning and Planning Open
Image-guided surgery demands adaptive, real-time decision support, yet static AI models struggle with structured task planning and providing interactive guidance. Large language models (LLMs)-powered agents offer a promising solution by en…
View article: Identifying research priorities for pituitary adenoma surgery: an international Delphi consensus statement
Identifying research priorities for pituitary adenoma surgery: an international Delphi consensus statement Open
Purpose Pituitary surgery is the mainstay treatment for most pituitary adenomas, but many questions remain about perioperative and long-term management and outcomes. This study aimed to identify the most pressing research priorities in pit…
View article: A Delphi-based needs assessment to identify and prioritise procedural skills through consensus for simulation-based learning in neurosurgery
A Delphi-based needs assessment to identify and prioritise procedural skills through consensus for simulation-based learning in neurosurgery Open
View article: PitVQA++: Vector Matrix-Low-Rank Adaptation for Open-Ended Visual Question Answering in Pituitary Surgery
PitVQA++: Vector Matrix-Low-Rank Adaptation for Open-Ended Visual Question Answering in Pituitary Surgery Open
Vision-Language Models (VLMs) in visual question answering (VQA) offer a unique opportunity to enhance intra-operative decision-making, promote intuitive interactions, and significantly advancing surgical education. However, the developmen…
View article: Mapping Pituitary Neuroendocrine Tumors: An Annotated MRI Dataset Profiling Tumor and Carotid Characteristics
Mapping Pituitary Neuroendocrine Tumors: An Annotated MRI Dataset Profiling Tumor and Carotid Characteristics Open
View article: The Impact of Operative Video Review versus Annotation on Training in Endoscopic Pituitary Surgery: A Preclinical Randomised Controlled Study
The Impact of Operative Video Review versus Annotation on Training in Endoscopic Pituitary Surgery: A Preclinical Randomised Controlled Study Open
View article: Surgflownet: Leveraging Unannotated Video for Consistent Endoscopic Pituitary Surgery Workflow Recognition
Surgflownet: Leveraging Unannotated Video for Consistent Endoscopic Pituitary Surgery Workflow Recognition Open
View article: IoT-Based Multisensors Fusion for Activity Recognition via Key Features and Hybrid Transfer Learning
IoT-Based Multisensors Fusion for Activity Recognition via Key Features and Hybrid Transfer Learning Open
Human activity recognition (HAR) has attracted significant attention in various fields, including healthcare, smart homes, and human-computer interaction. Accurate HAR can enhance user experience, provide critical health insights, and enab…
View article: Predictors of complications and extended length of stay following percutaneous transluminal renal artery angioplasty
Predictors of complications and extended length of stay following percutaneous transluminal renal artery angioplasty Open
Patients with renal artery stenosis (RAS) who fail medical management may be evaluated for Percutaneous transluminal renal artery angioplasty/stenting (PTRA/S). Comorbidities increasing the risk of complications following PTRA have not bee…
View article: Barriers and facilitators to increasing physical activity in medium secure mental health settings: An exploration of staff perceptions
Barriers and facilitators to increasing physical activity in medium secure mental health settings: An exploration of staff perceptions Open
Purpose
\nThe benefits of physical activity for people with severe mental illness (SMI) is widely recognised but for those in medium secure settings there are additional environmental barriers to being active that have not been fully explo…
View article: Automated surgical skill assessment in endoscopic pituitary surgery using real‐time instrument tracking on a high‐fidelity bench‐top phantom
Automated surgical skill assessment in endoscopic pituitary surgery using real‐time instrument tracking on a high‐fidelity bench‐top phantom Open
Improved surgical skill is generally associated with improved patient outcomes, although assessment is subjective, labour intensive, and requires domain‐specific expertise. Automated data‐driven metrics can alleviate these difficulties, as…
View article: Patient Satisfaction and Quality of Life Following Cosmetic Surgery: A Multicentre Cross-Sectional Study
Patient Satisfaction and Quality of Life Following Cosmetic Surgery: A Multicentre Cross-Sectional Study Open
Background: Cosmetic surgery significantly impacts patient satisfaction and quality of life, reflecting physical and psychological outcomes. A multicenter evaluation provides insights into these dimensions across diverse populations and pr…
View article: PitRSDNet: Predicting intra‐operative remaining surgery duration in endoscopic pituitary surgery
PitRSDNet: Predicting intra‐operative remaining surgery duration in endoscopic pituitary surgery Open
Accurate intra‐operative Remaining Surgery Duration (RSD) predictions allow for anaesthetists to more accurately decide when to administer anaesthetic agents and drugs, as well as to notify hospital staff to send in the next patient. There…
View article: Artificial intelligence assisted operative anatomy recognition in endoscopic pituitary surgery
Artificial intelligence assisted operative anatomy recognition in endoscopic pituitary surgery Open
View article: The Impact of Operative Video Review versus Annotation on Training in Endoscopic Pituitary Surgery: A Preclinical Randomised Controlled Study
The Impact of Operative Video Review versus Annotation on Training in Endoscopic Pituitary Surgery: A Preclinical Randomised Controlled Study Open
Objective This study evaluated the effect of active operative video annotation on surgical education, specifically focusing on implementability, knowledge acquisition, skill development, and confidence. Background Resident duty hour restri…
View article: Artificial Intelligence Assisted Surgical Scene Recognition
Artificial Intelligence Assisted Surgical Scene Recognition Open
Objective: This study aimed to compare the ability of a deep-learning platform (the MACSSwin-T model) with healthcare professionals in detecting cerebral aneurysms from operative videos. Secondly, we aimed to compare the neurosurgical team…
View article: Learning Curve of Endoscopic Lumbar Discectomy – A Systematic Review and Meta-Analysis of Individual Participant and Aggregated Data
Learning Curve of Endoscopic Lumbar Discectomy – A Systematic Review and Meta-Analysis of Individual Participant and Aggregated Data Open
Study Design A systematic review and meta-analysis of individual participant and aggregated data. Objectives To define the learning curves of endoscopic discectomies using unified statistical methodologies. Methods Searches returned 913 re…
View article: Automated Surgical Skill Assessment in Endoscopic Pituitary Surgery using Real-time Instrument Tracking on a High-fidelity Bench-top Phantom
Automated Surgical Skill Assessment in Endoscopic Pituitary Surgery using Real-time Instrument Tracking on a High-fidelity Bench-top Phantom Open
Improved surgical skill is generally associated with improved patient outcomes, although assessment is subjective; labour-intensive; and requires domain specific expertise. Automated data driven metrics can alleviate these difficulties, as…