Unmasking Risky Habits: Identifying and Predicting Problem Gamblers Through Machine Learning Techniques.

The use of machine learning techniques to identify problem gamblers has been widely established. However, existing methods often rely on self-reported labeling, such as temporary self-exclusion or account closure. In this study, we propose a novel approach that combines two documented methods. First we create labels for problem gamblers in an unsupervised manner. Subsequently, we develop prediction models to identify these users in real-time. The methods presented in this study offer useful insights that can be leveraged to implement interventions aimed at guiding or discouraging players from engaging in disordered gambling behaviors. This has potential implications for promoting responsible gambling and fostering healthier player habits.

[Thyrotropin-secreting pituitary adenomas--diagnosis and treatment in five case]. / Thyreotrop hormont szekretáló hypophysis adenomák diagnosztikája és kezelése öt eset kapcsán.

The authors report five cases of thyrotropin secreting pituitary adenomas (4 males and 1 female) in whom the diagnosis was established by a combined occurrence of elevated serum free thyroid hormone levels and measurable serum thyrotropin concentration, as well as by visualisation of the pituitary adenomas using magnetic resonance imaging (pituitary microadenoma in two and macroadenoma in three cases). Other tests were less diagnostic: only two out of 4 patients proved to be non-responders during testing with thyrotropin releasing hormone, and serum alpha subunit was elevated in only 2 out of 3 cases. There was a significant decrease of serum thyrotropin concentration in all of the four patients tested by 100 micrograms octreotide (Sandostatin, Novartis). Somatostatin-analogue treatment (slow release preparation in two cases) restored euthyroidism in all three cases treated prior to surgery. In one case the hyperthyroidism persisted after surgery of the macroadenoma, but irradiation of the pituitary area and subsequent somatostatin-analogue treatment resulted finally in a complete cure (euthyroidism and no tumor remnant). In the three other operated patients surgery resulted in euthyroidism. These cases demonstrate the variety of diagnostic and therapeutical modalities in the management of thyrotropin secreting pituitary adenomas.