sj-docx-1-art-10.1177_02762374231217638 - Supplemental material for Some Effects of Sex and Culture on Creativity, No Effect of Incubation

Supplemental material, sj-docx-1-art-10.1177_02762374231217638 for Some Effects of Sex and Culture on Creativity, No Effect of Incubation by Nastaran Kazemian, Khatereh Borhani, Soroosh Golbabaei and Julia F. Christensen in Empirical Studies of the Arts</p

Long-term survival rates of patients with nasopharyngeal carcinoma treated by radiochemotherapy: a retrospective cohort study

Abstract Background Nasopharyngeal cancer (NPC) is showing an increasing incidence in Iran. Radiation is the main treatment of this cancer. Use of new techniques such as intensity-modulated radiotherapy (IMRT) is on the rise. Here, we aimed to evaluate the oncological outcomes of NPC patients treated with three-dimensional conformal radiotherapy (3DCRT) for a more reliable comparison with IMRT in the future. Results We reviewed the medical records of 106 patients with NPC treated by definitive radiotherapy from 2007 to 2016. Patients were treated with 70 Gy in 2-Gy fractions. Twenty-one patients died during the follow-up period. Twenty-nine patients suffered from locoregional or distant recurrences. Of these, 6 recurred after 2 years of treatment completion. The 2-year and 5-year overall survival rates were 81% and 76%, respectively. The 2-year and 5-year progression-free survival rates were 72% and 63%, respectively. The 5-year locoregional recurrence and distant metastasis-free survival rates were 68% and 69%, respectively. Conclusion Due to high survival rates of NPC and the importance of receiving planned total dose of RT, the treatment-related toxicity and quality of life are critical considerations both for patients during active treatment and for survivors

Multilingual semantic distance: Automatic verbal creativity assessment in many languages

Creativity research commonly involves recruiting human raters to judge the originality of responses to divergent thinking tasks, such as the alternate uses task (AUT). These manual scoring practices have benefited the field, but they also have limitations, including labor-intensiveness and subjectivity, which can adversely impact the reliability and validity of assessments. To address these challenges, researchers are increasingly employing automatic scoring approaches, such as distributional models of semantic distance. However, semantic distance has primarily been studied in English-speaking samples, with very little research in the many other languages of the world. In a multilab study (N = 6,522 participants), we aimed to validate semantic distance on the AUT in 12 languages: Arabic, Chinese, Dutch, English, Farsi, French, German, Hebrew, Italian, Polish, Russian, and Spanish. We gathered AUT responses and human creativity ratings (N = 107,672 responses), as well as criterion measures for validation (e.g., creative achievement). We compared two deep learning-based semantic models—multilingual bidirectional encoder representations from transformers and cross-lingual language model RoBERTa—to compute semantic distance and validate this automated metric with human ratings and criterion measures. We found that the top-performing model for each language correlated positively with human creativity ratings, with correlations ranging from medium to large across languages. Regarding criterion validity, semantic distance showed small-to-moderate effect sizes (comparable to human ratings) for openness, creative behavior/achievement, and creative self-concept. We provide open access to our multilingual dataset for future algorithmic development, along with Python code to compute semantic distance in 12 languages