Ahmad R Alsayed, Abdullah Al-Dulaimi, Dalal Alnatour, Dima Awajan, Bushra Alshammari
Validation of an assessment, medical problem-oriented plan, and care plan tools for demonstrating the clinical pharmacist's activities
Saudi pharmaceutical journal : SPJ : the official publication of the Saudi Pharmaceutical Society
opioid substance misuse become widespread problem united states leading opioid crisis relationship substance misuse mental health extensively studied one possible relationship substance misuse causes poor mental health however lack evidence relationship resulted opioids largely inaccessible legal means study aims analyze social media posts related substance use opioids sold cryptomarket listings study aims use stateoftheart deep learning models generate sentiment emotion social media posts understand users perceptions social media study also aims investigate questions synthetic opioids people optimistic neutral negative kind drugs induced fear sorrow kind drugs people love thankful drugs people think negatively opioids cause little sentimental reaction study used drug abuse ontology stateoftheart deep learning models including knowledgeaware bidirectional encoder representations transformersbased models generate sentiment emotion social media posts related substance use opioids sold cryptomarket listings study crawled cryptomarket data extracted posts fentanyl fentanyl analogs novel synthetic opioids study performed topic analysis associated generated sentiments emotions understand topics correlate peoples responses various drugs additionally study analyzed timeaware neural models built features considering historical sentiment emotional activity posts related drug study found effective model performed well statistically significant macrof1score 8212 recall 8358 identifying substance use disorder study also found varying levels sentiment emotion associated different synthetic opioids drugs eliciting positive negative responses others study identified topics correlated peoples responses various drugs pain relief addiction withdrawal symptoms study provides insight users perceptions synthetic opioids based sentiment emotion expressed social media posts studys findings used inform interventions policies aimed reducing substance misuse addressing opioid crisis study demonstrates potential deep learning models analyzing social media data gain insights public health issues