Dalia Albahari
Perceived opportunities of clinical reasoning learning in postgraduate psychiatry training: Trainees' and faculty's perspectives
Qatar medical journal
materials scientists usually collect experimental data summarize experiences predict improved materials however crucial issue proficiently utilize unstructured data update existing structured data particularly applied disciplines study introduces new natural language processing nlp task called structured information inference sii address problem propose endtoend approach summarize organize multilayered devicelevel information literature structured data comparing different methods finetuned llama f1 score 8714 update existing perovskite solar cell dataset articles published since release allowing direct use subsequent data analysis using structured information developed regression tasks predict electrical performance solar cells results demonstrate comparable performance traditional machinelearning methods without feature selection highlight potential large language models scientific knowledge acquisition material development