Accuracy of large language models in data extraction from randomized controlled trials in sleep medicine: A proof-of-concept study
Zhenming Peng, Xingwei Wu, Zongshi Qin, Suhail A.R. Doi, Luis Furuya‐Kanamori, Yi Hong, Lifeng Lin, Haitao Chu, Chang Xu, Mingkai Liu
Topics & Concepts
Data extractionRandomized controlled trialComputer scienceArtificial intelligenceSleep (system call)Significant differenceNatural language processingMachine learningLanguage modelMean differenceMedicineData miningCalibrationExtraction (chemistry)Meta-analysisText messagingData modelingMissing dataPattern recognition (psychology)Experimental dataEvent (particle physics)StatisticsSpeech recognitionMEDLINEClinical trialEvent dataF1 scoreBaseline (sea)Artificial Intelligence in Healthcare and EducationMachine Learning in HealthcareMental Health via Writing