Reliability of large language models for advanced head and neck malignancies management: a comparison between ChatGPT 4 and Gemini Advanced.

PURPOSE: This study evaluates the efficacy of two advanced Large Language Models (LLMs), OpenAI's ChatGPT 4 and Google's Gemini Advanced, in providing treatment recommendations for head and neck oncology cases. The aim is to assess their utility in supporting multidisciplinary oncological evaluations and decision-making processes. METHODS: This comparative analysis examined the responses of ChatGPT 4 and Gemini Advanced to five hypothetical cases of head and neck cancer, each representing a different anatomical subsite. The responses were evaluated against the latest National Comprehensive Cancer Network (NCCN) guidelines by two blinded panels using the total disagreement score (TDS) and the artificial intelligence performance instrument (AIPI). Statistical assessments were performed using the Wilcoxon signed-rank test and the Friedman test. RESULTS: Both LLMs produced relevant treatment recommendations with ChatGPT 4 generally outperforming Gemini Advanced regarding adherence to guidelines and comprehensive treatment planning. ChatGPT 4 showed higher AIPI scores (median 3 [2-4]) compared to Gemini Advanced (median 2 [2-3]), indicating better overall performance. Notably, inconsistencies were observed in the management of induction chemotherapy and surgical decisions, such as neck dissection. CONCLUSIONS: While both LLMs demonstrated the potential to aid in the multidisciplinary management of head and neck oncology, discrepancies in certain critical areas highlight the need for further refinement. The study supports the growing role of AI in enhancing clinical decision-making but also emphasizes the necessity for continuous updates and validation against current clinical standards to integrate AI into healthcare practices fully.

[Research of a psychoemotional condition of the elderly people having the confirmed oncological diagnosis.]

The article presents results of research evaluating psychoemotional condition of patients with the malignant tumour diagnosis both single and having their family's support. The research results showed the difference in mood, health and general activity, situational anxiety and aggression. The received results can be considered when preparing elderly patients for operation and during the post operational period for the purpose of psychological maintenance and minimization of complications.

Strategic multidisciplinary management of pelvic carcinosarcoma: Emphasizing advanced diagnostic imaging and staged surgical interventions.

Pelvic carcinosarcoma is an aggressive malignancy with significant diagnostic and management hurdles due to its complex vascularity and potential for extensive local invasion. A 59-year-old female presented with severe abdominal pain and significant weight loss, leading to the discovery of a large, complex pelvic mass through CT scans, MRI, and PET CT, suggesting aggressive malignancy. Initial management included a robotic laparoscopic proximal sigmoid loop colostomy to alleviate obstruction. Significant vascularity led to consultations with Vascular Surgery and subsequent preoperative embolization. Definitive surgery involved a supralevator posterior exenteration for en bloc resection of the vagina, mass, and sigmoid colon, combined with a low anterior resection and an omental J flap in anticipation of potential postoperative radiation therapy. This case underscores the importance of integrated imaging and staged surgical interventions in managing pelvic carcinosarcoma, emphasizing a multidisciplinary approach to optimize outcomes and minimize complications.

Metastatic Breast Cancer Presenting as Acute Appendicitis: A Rare Case Study and Review of Current Knowledge.

This manuscript discusses a rare case of acute appendicitis caused by metastasis from invasive breast carcinoma of no special type in a 70-year-old female previously diagnosed with breast cancer. It delves into the diagnostic challenges and management complexities of such unusual clinical presentations. The paper includes an analysis of 19 documented cases, enriching the understanding of metastatic patterns and treatment strategies in breast cancer. It underlines the importance of considering a history of malignancy when diagnosing acute abdominal conditions and emphasizes a comprehensive approach in interpreting diagnostic imaging in patients with past oncological issues to effectively manage metastatic breast cancer exhibiting atypical manifestations.

Rapid oncological diagnosis of lung cancer patients - specific facility experience.

Lung cancer is the most common type of tumour in the world. In Poland, 1/6 of oncological patients are diagnosed with lung cancer. Similarly, it is the most common cause of death that affects those patients. Lack of clinical signs at the early stage as well as the absence of effective screening diagnosis, lead to 80% of patients being diagnosed at the 3rd or 4th stage of the disease. In order to improve the diagnostic procedure by the public health service, an organisational solution called the Rapid Oncological Therapy has been introduced. The introduction of the programme caused criticism of the medical community, and state control authorities showed irregularities in its functioning in medical centers. Its aim was to assess the process among lung cancer patients who were hospitalised in our center during the period of 9 months.