Enhanced Lung Cancer Survival Prediction Using Semi-Supervised Pseudo-Labeling and Learning from Diverse PET/CT Datasets.

Objective: This study explores a semi-supervised learning (SSL), pseudo-labeled strategy using diverse datasets such as head and neck cancer (HNCa) to enhance lung cancer (LCa) survival outcome predictions, analyzing handcrafted and deep radiomic features (HRF/DRF) from PET/CT scans with hybrid machine learning systems (HMLSs).

Methods: We collected 199 LCa patients with both PET and CT images, obtained from TCIA and our local database, alongside 408 HNCa PET/CT images from TCIA. We extracted 215 HRFs and 1024 DRFs by PySERA and a 3D autoencoder, respectively, within the ViSERA 1.

Long-term mortality outcomes among immunotherapy recipients treated with dupilumab for the management of cutaneous immune-related adverse events.

Background: Dupilumab has been added to National Cancer Comprehensive Network (NCCN) guidelines as a therapeutic strategy for managing certain cutaneous immune-related adverse events (cirAEs) from immune checkpoint inhibitor (ICI) therapy. However, little is known about the implications of dupilumab for cancer outcomes in this population. In this multi-institutional study, we evaluate the impact of dupilumab treatment on survival among ICI recipients.

Management Measures and Trends of Biological Invasions in Europe: A Survey-Based Assessment of Local Managers.

Biological invasions are a major threat to biodiversity, ecosystem functioning and nature's contributions to people worldwide. However, the effectiveness of invasive alien species (IAS) management measures and the progress toward achieving biodiversity targets remain uncertain due to limited and nonuniform data availability. Management success is usually assessed at a local level and documented in technical reports, often written in languages other than English, which makes such data notoriously difficult to collect at large geographic scales.

Serious adverse events associated with conservative physical procedures directed towards the cervical spine: A systematic review.

Background: Previous reviews on serious adverse events (SAEs) following physical interventions involving the neck have focused on vascular SAEs or those related to cervical manipulation.

Objective: To review the evidence for all serious adverse events associated with any physical cervical procedures and describe SAE characteristics.

Methods: Searches were conducted in PubMed, EMBASE, CINAHL, Scopus, Cochrane, Web of Science and Index to Chiropractic Literature from inception to May 2023 for studies reporting characteristics of SAE following any neck intervention and patient demographics.

Bite-sized structured learning: a preferred self-paced approach that enhanced learning of muscle physiology for allied health students.

Muscle physiology is often perceived as a complex topic by students because of the hierarchical concepts and the need for integrative understanding. Breaking down content in a structured manner allows for segmented bite-sized learning that may enhance students' learning beyond conventional online lectures. We compared the effectiveness of ) bite-sized structured learning (BSL) and ) synchronous Zoom lecture (SZL) in teaching muscle physiology to first-year allied health undergraduates.