Taslim Mahbub, Azadan Bhagwagar, Priyanka Chand, Imran Zualkernan, Jacky Judas, Dana Dghaym
Bat2Web: A Framework for Real-Time Classification of Bat Species Echolocation Signals Using Audio Sensor Data
Sensors (Basel, Switzerland)
filipino students performance global assessments science literacy always low confirmed pisa 2018 filipino learners average science literacy scores ranked second last among 78 countries study machine learning approaches used analyze pisa data student questionnaire test models best identify poorestperforming filipino students goal explore factors could help identify students vulnerable low achievement science could indicate possible targets reform science education philippines random forest classifier model found accurate precise shapley additive explanations indicated 15 variables important identifying lowproficiency science students variables related metacognitive awareness reading strategies social experiences school aspirations pride achievements familyhome factors include parents characteristics access ict internet connections results factors highlight importance considering personal contextual factors beyond typical instructional curricular factors foci science education reform philippines implications programs policies science education reform suggested