Zhijie Wen, Haixia Wu, Shihui Ying
Histopathology Image Classification with Noisy Labels via The Ranking Margins
IEEE transactions on medical imaging
high rates depression suicide lack trained psychiatrists emerged significant concerns lowincome middleincome countries lmics pacific island countries pics readily available smartphones leveraged community health nurses chns tasksharing early identification suicide depression risks fiji islands largest pics investigation examines chns efficiently effectively process patient information depression suicide risk making diagnostic management decisions without compromising safety research driven theoretical framework text comprehension knowledge representation interpretation decisionmaking mobile health mhealth application suicide risk depression assessment asrada designed include culturally useful clinical guidelines disorders representative sample 48 chns recruited presented two clinical cases depression suicide simulated setting three conditions support paperbased mobilebased culturally valid guideline support data collected nurses read scenarios thinking aloud summarising diagnoses followup recommendations transcribed audiotapes analysed using formal qualitative discourse analysis methods diagnostic accuracy comprehension clinical problems reasoning patterns using guidelines asrada chns took less time process patient information accurate diagnostic therapeutic decisions depression suicide risk paperbased guideline conditions change reasoning pattern nurses information processing observed decision supportdiscussionalthough results shown mental health setting fiji reasons believe generalisable beyond mental health lowertomiddle income countries culturally appropriate clinical guidelines mhealth supports efficient information processing quick accurate decisions positive shift reasoning behaviour nurses however translating complex qualitative patient information quantitative scores could generate conceptual errors results valid simulated conditions