ABSTRACT
Due to Covid-19 outbreak the competition for attracting new students to university programs has never been as technologically intense as it is now. Accordingly, the researchers in this study utilized Neural Network, Logistic Regression and Linear Term Counting algorithms to distinguish relevant tweets from irrelevant ones in terms of building-up and promoting the brand of universities to attract prospective students. Human subjects were used as Gold Standards to measure the accuracy of machine learning predictions. After collecting over half a million tweets that mention the full names of the universities in the Australian Capital Territory and New South Wales between 2017 and 2021, researchers found out that the total count of tweets and global ranking of universities were positively associated with student preferences for these universities and this association was strengthened by the status of their Group of Eight membership. © 2021 IEEE.
ABSTRACT
Amplification and/or overexpression of HER2 in breast cancer (BCa) patients is associated with aggressive disease and poor prognosis. Herceptin® (trastuzumab), a monoclonal antibody targeting HER2, has an established role in the treatment of HER2 positive BCa. Addition of trastuzumab to anthracycline-and taxane-based neoadjuvant treatment in women with HER2-positive BCa has resulted in improvements in pathological complete response (pCR, a strong predictor for long-term clinical outcome), event-free survival (EFS) and overall survival (OS). This study is designed to compare efficacy (pCR) and safety between the originator Herceptin and the proposed trastuzumab biosimilar EG12014. The study is conducted during the COVID-19 pandemic (last patient in: March 2020, last patient last visit: planned Jan 2022) in Belarus, Chile, Colombia, Georgia, India, Russia, South Africa, South Korea, Taiwan, and the Ukraine. Methods: Neoadjuvant phase: 807 patients were randomized (1:1) into 2 arms receiving epirubicin (90 mg/m 2) and cyclophosphamide (600 mg/m2) every 3 weeks for 4 cycles, followed by EG12014 (arm 1) or Herceptin (arm 2) (both at loading dose: 8 mg/kg and maintenance dose: 6 mg/kg) and paclitaxel (175 mg/m2) every 3 weeks Sfor 4 cycles. Subsequently, the patients underwent surgery, and primary endpoint (pCR [ypT0/is ypN0]) was assessed. Adjuvant phase: After surgery, the patients received EG12014 or Herceptin (both at loading dose: 8 mg/kg and maintenance dose: 6 mg/kg) to complete 12 months of overall trastuzumab treatment. COVID-19 infections in the study population were not expected to affect primary endpoint analysis;thus, no sensitivity analysis was performed regarding COVID-19 status (symptomatic/asymptomatic). Differences between the 2 arms regarding delays in study treatments and procedures due to COVID-19 were assessed. Results (at interim data base lock, blinded as study is ongoing): Study population: the mean age was 50 years, the majority were white Europeans with tumor stage II, estrogen receptor positive and progesterone receptor negative. The median time from date of first diagnosis was 0.5 months. Primary endpoint pCR (ypT0/is ypN0) was reached with relative risk ratio (RR) for the full analysis set: 0.992 (90% CI 0.880 to 1.118) between the 2 treatment arms. Secondary pCR endpoints (defined as ypT0 ypN0 and ypT0/is) were also reached, with RR between the treatment arms: 0.917 and 0.992, respectively. Objective clinical response prior to surgery was similar for the 2 treatment arms: 83.8% and 83.6%, respectively. EFS, OS, safety endpoints (e.g., adverse events [most frequently reported: alopecia], serious adverse events, and deaths), and toxicity assessments, supported similarity between EG12014 and Herceptin. Sixty-two patients (7.7%) were infected with COVID-19;the infections were equally distributed between the 2 treatment arms. COVID-19 did not cause any discontinuations or deaths in the study. Among all reported COVID-19 events, 13 (21%) were asymptomatic, 11 (18%) were graded as 3 (severe), and 1 (1.6%) was graded as grade 4 (life threatening). Conclusion: EG12014 has shown equivalent efficacy to Herceptin in regard to clinical response (pCR) and has also demonstrated a similar safety profile. The impact of the COVID-19 pandemic has been comparable between the two treatment arms. The influence of the pandemic on this clinical study has been relatively low considering timing and the participating countries.