Federica D Vigna-Taglianti, Marco Martorana, Erica Viola, Mariaelisa Renna, Serena Vadrucci, Alberto Sciutto, Chiara Andrà, Emina Mehanović, Maria Ginechesi, Claudia Vullo, Adalgisa Ceccano, Pietro Casella, Fabrizio Faggiano
Evaluation of Effectiveness of the Unplugged Program on Gambling Behaviours among Adolescents: Study Protocol of the Experimental Controlled Study "GAPUnplugged"
Journal of prevention (2022)
natural language processing nlp represents one adjunct technologies within artificial intelligence machine learning creating structure unstructured data study aims assess performance employing nlp identify categorize unstructured data within emergency medicine em setting systematically searched publications related em research nlp across databases including medline embase scopus central proquest dissertations theses global independent reviewers screened reviewed evaluated article quality bias nlp usage categorized syndromic surveillance radiologic interpretation identification specific diseaseseventssyndromes respective sensitivity analysis reported performance metrics nlp usage calculated overall area summary receiver operating characteristic curve sroc determined total 27 studies underwent metaanalysis findings indicated overall mean sensitivity recall 8287 specificity 95 area sroc 096 95 ci 094098 optimal performance using nlp observed radiologic interpretation demonstrating overall mean sensitivity 93 specificity 96 analysis revealed generally favorable performance accuracy using nlp within em research particularly realm radiologic interpretation consequently advocate adoption nlpbased research augment em health care management