Large language models (LLMs) are a rapidly evolving class of artificial intelligence with significant potential in clinical healthcare. Despite accelerating adoption, rigorous systematic evidence on clinical utility, patient safety, and implementation feasibility remains fragmented. To systematically review LLM applications across clinical domains, evaluate performance with appropriate contextual caveats, characterize implementation barriers, and identify ethical and regulatory considerations. Scientific databases were searched from January 2020 to January 2025. Studies evaluating transformer-based LLMs (≥10M parameters) in clinical settings were eligible. Data were independently double-extracted; quality was assessed using QUADAS-2, RE-A

This study examines the causes of time delays and cost overruns in a selection of thirty post-disaster reconstruction projects in Iraq. Although delay factors have been studied in many countries and contexts, little data exists from countries under the conditions characterizing Iraq during the last 10-15 years. A case study approach was used, with thirty construction projects of different types and sizes selected from the Baghdad region. Project data was gathered from a survey which was used to build statistical relationships between time and cost delay ratios and delay factors in post disaster projects. The most important delay factors identified were contractor failure, redesigning of designs/plans and change orders, security is

Mushroom farming has become important globally due to its nutritional, economic and environmental value. The economic threat to productivity and food safety caused by contamination of filamentous microfungi is not effectively dealt with for the long term. This essay presents a useful, thematic synthesis of the kinds of microfungal contaminants, where do these come from, how are they infecting the cultivated edible mushrooms and how they could be controlled sustainably especially post-harvest and integrated management. The authors performed a methodological narrative literature review based on thematic analysis framework using main scientific databases on fungal contaminants, their contamination pathways and respective management methods. Th