Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries With Opioid Prescriptions. | Substance Use and Addiction | JAMA Network Open | JAMA Network https://t.co/q60g3ML8fT
RT @MuinJKhoury: Can machine-learning approaches predict opioid overdose risk among patients with opioid prescriptions? @JAMANetworkOpen me…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @MuinJKhoury: Can machine-learning approaches predict opioid overdose risk among patients with opioid prescriptions? @JAMANetworkOpen me…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries #Naloxone https://t.co/mnPxWyzpS2
RT @AliRaja_MD: Evaluation of #MachineLearning Algorithms for Predicting #OpioidOverdose Risk Among Medicare Beneficiaries w/ #OpioidPrescr…
@EddyLang1 Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries #Naloxone https://t.co/D3ZfmoHoC1
ICYMI: Innovative new work from @walidgellad , @jennyciganic , CP3, and colleagues.
RT @AZHEOR: New @JAMANetworkOpen study finds #MachineLearning useful to predict #OpioidOverdose risk in #Medicare pop. Congrats to @jennyci…
New @JAMANetworkOpen study finds #MachineLearning useful to predict #OpioidOverdose risk in #Medicare pop. Congrats to @jennyciganic @UFPharmacy & team @AzHEOR @UAPharmacy @UF @UofA @PittTweet @HeinzCollege @UUtah @vasaltlakecity @VAPittsburgh See http
RT @MuinJKhoury: Can machine-learning approaches predict opioid overdose risk among patients with opioid prescriptions? @JAMANetworkOpen me…
Can machine-learning approaches predict opioid overdose risk among patients with opioid prescriptions? @JAMANetworkOpen medicare study shows promising results. https://t.co/mo63CH5r9r https://t.co/vYZWgkvVpw
RT @accelmed: @MITHackMed Teams: Power of Ai in predictive population health but we need datasets + defined needs for teams to to use. Eval…
RT @AliRaja_MD: Evaluation of #MachineLearning Algorithms for Predicting #OpioidOverdose Risk Among Medicare Beneficiaries w/ #OpioidPrescr…
Evaluation of #MachineLearning Algorithms for Predicting #OpioidOverdose Risk Among Medicare Beneficiaries w/ #OpioidPrescriptions Wei-Hsuan Lo-Ciganic, PhD et al @UF @JAMANetworkOpen https://t.co/pywD7AT4Bt
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @JAMANetworkOpen: Machine-learning algorithms using administrative data appear to be a valuable and feasible tool for more accurate iden…
RT @JAMANetworkOpen: Machine-learning algorithms using administrative data appear to be a valuable and feasible tool for more accurate iden…
Machine-learning algorithms using administrative data appear to be a valuable and feasible tool for more accurate identification of opioid overdose risk https://t.co/r7NNyXxKNP
RT @walidgellad: ICYMI, our paper from Friday. Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiarie…
RT @neptanum: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataSci…
RT @neptanum: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataSci…
RT @neptanum: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataSci…
RT @neptanum: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataSci…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
RT @gp_pulipaka: #MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #Data…
#MachineLearning #Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataScience #AI #IoT #IIoT #PyTorch #Python #RStats #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux
RT @walidgellad: ICYMI, our paper from Friday. Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiarie…
Nice paper that shows the benefits and limits if machine learning with admin data. It seems that several papers using admin data find little difference between GBM and DNN methods irrespective of outcome. 1/x https://t.co/RYzZPeK3KN
RT @JAMANetworkOpen: Prognostic study evaluates #MachineLearning to predict opioid overdose in Medicare beneficiaries using prescription dr…
Study from @walidgellad and collaborators on Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries https://t.co/NalnQjk341
This is all the detailed explicit info and algorithms needed to begin to get all pain management and doctor abandonment back from the recent unnecessary and illegal TREATMENT of pain issues for responsible long term management. Most thorough aof any statis
RT @walidgellad: ICYMI, our paper from Friday. Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiarie…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Lastly, the study showed MME was the strongest predictor for OD, though other recent studies have found pts on lower doses…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Lastly, the study showed MME was the strongest predictor for OD, though other recent studies have found pts on lower doses…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @accelmed: @MITHackMed Teams: Power of Ai in predictive population health but we need datasets + defined needs for teams to to use. Eval…
@MITHackMed Teams: Power of Ai in predictive population health but we need datasets + defined needs for teams to to use. Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare. Substance Use Addiction | JAMA https://t.
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Lastly, the study showed MME was the strongest predictor for OD, though other recent studies have found pts on lower doses…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Lastly, the study showed MME was the strongest predictor for OD, though other recent studies have found pts on lower doses…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
Proud of @jennyciganic for this important work related to the #opioidcrisis. @UFPharmacy
"Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries With Opioid Prescriptions" https://t.co/lqqwcLHSoE
RT @walidgellad: Wait, what? I had no idea this paper was coming out at midday. This is the result of couple years of work, funding from @N…
RT @PittCP3: CP3's @walidgellad and @jennyciganic and team developed a new #MachineLearning algorithm for stratifying risk of #opioid #over…
Love to get @f2harrell @stephensenn thoughts on this
Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Benef... https://t.co/kBAlB3zaxX #ai #ml #dl
.@sarkerabeed
Prognostic study evaluates #MachineLearning to predict opioid overdose in Medicare beneficiaries using prescription drug and claims data https://t.co/zlARL8UumD https://t.co/RO8cGRfbAh
RT @walidgellad: Wait, what? I had no idea this paper was coming out at midday. This is the result of couple years of work, funding from @N…
Our JAMA Open paper is out. The low-risk stratum (3/4s of the study population) of Medicare beneficiaries have really few overdoses (1 per 10,000).
Machine learning and prediction of Opioid Overdose by our own brainiac @walidgellad ; finally letting the computers to something potentially helpful https://t.co/55mxohNETQ
This is outstanding work from @jennyciganic @walidgellad @PittCP3 in @JAMANetworkOpen on the use of machine learning to predict overdose risk in Medicare patients who are opioid users https://t.co/pODCJZ8Ljy See thread for summary of results👇
RT @PittCP3: CP3's @walidgellad and @jennyciganic and team developed a new #MachineLearning algorithm for stratifying risk of #opioid #over…
RT @PittCP3: CP3's @walidgellad and @jennyciganic and team developed a new #MachineLearning algorithm for stratifying risk of #opioid #over…
RT @walidgellad: We talk a lot about people at 'high risk' of opioid overdose, but we don't really have great ways to predict high risk. We…
RT @walidgellad: Wait, what? I had no idea this paper was coming out at midday. This is the result of couple years of work, funding from @N…
CP3's @walidgellad and @jennyciganic and team developed a new #MachineLearning algorithm for stratifying risk of #opioid #overdose in Medicare beneficiaries. Read more in @JAMANetworkOpen . @PittGIM @UFPharmacy https://t.co/QASkcEuSjE