Shin-Jeong Kim, Haeryun Cho, Seong-Sook Baek
Effects of Healthy Life Practice Education on Reported Health Behaviors Among Fourth-Grade Elementary School Students in South Korea
The Journal of school nursing : the official publication of the National Association of School Nurses
serum protein electrophoresis spe common clinical laboratory test mainly indicated diagnosis followup monoclonal gammopathies timeconsuming potentially subjective human expertise required spe analysis detect possible pitfalls provide clinically relevant interpretation expertannotated spe dataset 159 969 entries used develop spectr serum protein electrophoresis computerassisted recognition deep learningbased artificial intelligence analyzes interprets raw spe curves produced analytical system text comments used practitioners designed following academic recommendations spe interpretation using transparent architecture avoiding black box effect spectr validated external independent cohort 70 362 spes challenged panel 9 independent experts hospital centers spectr able identify accurately quantitative abnormalities r 098 fractions quantification qualitative abnormalities receiver operating characteristicarea curve rocauc 090 mspikes restricted heterogeneity immunoglobulins betagamma bridging furthermore showed highly accurate detecting rocauc 099 quantifying r 099 mspikes proved highly reproducible resilient minor variations agreement human experts higher 0632 experts 0624 spectr algorithm based artificial intelligence suitable highthroughput spes analyses interpretation aims improving spe reproducibility reliability freely available open access online tool providing fully editable validation assistance spe