Anyone had any experience with this? https://t.co/ekl2Rhy3FY Thoughts? Was used in a great paper I recently read (https://t.co/F0PvetL1NF)
RT @CathleenTutor: Paper of the week! https://t.co/iTHTpU6Cx2 What I love most: #AI #MachineLearning #ArtificialIntelligence #medtwitter…
Paper of the week! https://t.co/iTHTpU6Cx2 What I love most: #AI #MachineLearning #ArtificialIntelligence #medtwitter #opioidcrisis #researchpaper #FINDSARAH+1(518)500-6320 https://t.co/zUwMeYmjnT
RT @DJGould94: Paper of the week! https://t.co/F0PvetL1NF What I love most: The most complete evaluation of a predictive model I have eve…
RT @DJGould94: Paper of the week! https://t.co/F0PvetL1NF What I love most: The most complete evaluation of a predictive model I have eve…
RT @DJGould94: Paper of the week! https://t.co/F0PvetL1NF What I love most: The most complete evaluation of a predictive model I have eve…
RT @DJGould94: Paper of the week! https://t.co/F0PvetL1NF What I love most: The most complete evaluation of a predictive model I have eve…
RT @DJGould94: Paper of the week! https://t.co/F0PvetL1NF What I love most: The most complete evaluation of a predictive model I have eve…
Paper of the week! https://t.co/F0PvetL1NF What I love most: The most complete evaluation of a predictive model I have ever seen @walidgellad @JAMANetworkOpen #AI #MachineLearning #ArtificialIntelligence #medtwitter #opioidcrisis #researchpaper #scicomm
RT @Marthacha1108: Prescription Overdose Risk is so minimal. There is NO justification foe denying the suffering pain relief @ewarren @AGBe…
Prescription Overdose Risk is so minimal. There is NO justification foe denying the suffering pain relief @ewarren @AGBecerra @RWalensky @tedlieu @SenKamalaHarris @Transition46 @SenFeinstein @BenAllenCA @CoryBooker @VICE @lisaling @hrw
RT @aander1987: Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk-Medicare Low risk patients (67.5%) have 0.00…
Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk-Medicare Low risk patients (67.5%) have 0.006% risk of overdose Medium risk patients (23.3%) have 0.05% risk of overdose High risk patients (9.1%) have 1.77% risk of overdose
RT @PittCP3: 2019 was a big year for #AI in health care. Our team developed #MachineLearning algorithms to predict risk of #opioid overdose…
RT @PittCP3: 2019 was a big year for #AI in health care. Our team developed #MachineLearning algorithms to predict risk of #opioid overdose…
2019 was a big year for #AI in health care. Our team developed #MachineLearning algorithms to predict risk of #opioid overdose among #medicare beneficiaries. Look for more from this project in 2020! @jennyciganic @AJ_Gordon @walidgellad @JAMANetworkOpen h
@doctuir @DanLairdMD Study-risk stratification strategies may more efficiently guide targeting of opioid interventions among Medicare beneficiaries compared with exisiting measures. Excludes (approx75%) Rx opioid users (w/negligible OD risk)from burdensom
RT @Faithgirlee: @JoeAllenNewman @DanLairdMD Study-risk stratification strategies may more efficiently guide targeting of opioid interventi…
@JoeAllenNewman @DanLairdMD Study-risk stratification strategies may more efficiently guide targeting of opioid interventions among Medicare beneficiaries Compared With Exisiting Measures. 1st Exclude Rx opioid users w/Negligible OD risk(approx75%)- from
@DanLairdMD @Pharmaciststeve @lawhern1 @dr4liberty @StefanKertesz So here’s the new test- to decide if you’re Worthy🙄 Pathetic- Sooo-Dr.s&Psych Industry now being used to torture & manipulate patients Already In Pain- to see if they Measure up?
@ThomasKlineMD What say u? Study-risk stratification strategies may more efficiently guide targeting opioid interventions w/Medicare beneficiaries compared w/exisiting measures.1st excludes(approx75%) Rx opioid users w/negligible OD risk from burdensome in
RT @PittCP3: CP3 researchers are working on innovative projects using #machinelearning to better identify people who are at risk of #opioid…
CP3 researchers are working on innovative projects using #machinelearning to better identify people who are at risk of #opioid overdoses and opioid use disorder. Read our first paper in @JAMANetworkOpen here: https://t.co/QASkcEdgV4
RT @walidgellad: @Farzad_MD Good thread. Case control design is a problem in validating models. We think we’re doing the science right: h…
RT @walidgellad: @Farzad_MD Good thread. Case control design is a problem in validating models. We think we’re doing the science right: h…
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries With Opioid Prescriptions. - PubMed - NCBI https://t.co/YaDq9KznlO
Evaluation of Machine-Learning Algorithms for Predicting Opioid #Overdose Risk among Medicare Beneficiaries With #Opioid Prescriptions https://t.co/5TWUFPXwT4 HT @UFPharmacy @PittPubHealth @UFMedicine MT @JAMANetworkOpen #Opioids #OD #SUD #PWUD https://t.
Evaluation of Machine-Learning Algorithms for Predicting Opioid #Overdose Risk among Medicare Beneficiaries With #Opioid Prescriptions https://t.co/TEHutD99Y7 HT @UFPharmacy @PittPubHealth @UFMedicine MT @JAMANetworkOpen #Opioids #OD #SUD #PWUD https://t.
RT @DawsonInga: @Abhinary @urbanfatbiker 5) https://t.co/Qlk83gZRI6 chronic pain pts taking opioids are at a low risk of addiction
Evaluation of Machine-Learning Algorithms for Predicting Opioid #Overdose Risk among Medicare Beneficiaries With #Opioid Prescriptions https://t.co/YOa5tBKNqn HT @UFPharmacy @PittPubHealth @UFMedicine MT @JAMANetworkOpen #Opioids #OD #SUD #PWUD https://t.
RT @urbanfatbiker: @Sen_JoeManchin @SenatorBraun @US_FDA Proud to intrduce the following JAMA analysis of MEDICAID data proving chronic pai…
Evaluation of Machine-Learning Algorithms for Predicting Opioid #Overdose Risk among Medicare Beneficiaries With #Opioid Prescriptions https://t.co/TEHutDqKPF HT @UFPharmacy @PittPubHealth @UFMedicine MT @JAMANetworkOpen #Opioids #OD #SUD #PWUD https://t.
Evaluation of Machine-Learning Algorithms for Predicting Opioid #Overdose Risk among Medicare Beneficiaries With #Opioid Prescriptions https://t.co/5TWUFPXwT4 HT @UFPharmacy @PittPubHealth @UFMedicine MT @JAMANetworkOpen #Opioids #OD #SUD #PWUD https://t
Evaluation of Machine-Learning Algorithms for Predicting Opioid #Overdose Risk among Medicare Beneficiaries With #Opioid Prescriptions https://t.co/YOa5tBKNqn HT @UFPharmacy @PittPubHealth @UFMedicine MT @JAMANetworkOpen #Opioids #OD #SUD #PWUD https://t.
@Sen_JoeManchin @SenatorBraun @US_FDA Proud to intrduce the following JAMA analysis of MEDICAID data proving chronic pain patients are at LOW RISK OF ADDICTION. Keep criminalizing the suffering. Pushing us to die. I won't comply. We'll see ya at the ball
RT @DawsonInga: @Abhinary @urbanfatbiker 5) https://t.co/Qlk83gZRI6 chronic pain pts taking opioids are at a low risk of addiction
@Abhinary @urbanfatbiker 5) https://t.co/Qlk83gZRI6 chronic pain pts taking opioids are at a low risk of addiction
RT @gmpacharlie: Predicting Opioid Overdose Risk Among 560,000 Medicare Patients prescribed opiates. 70% = .006% risk. 20% = .05% risk 10…
@SenBillCassidy @BillCassidy @cmoHHS
Predicting Opioid Overdose Risk Among 560,000 Medicare Patients prescribed opiates. 70% = .006% risk. 20% = .05% risk 10% = 1.7% risk Bottom line: There is very little risk of opioid overdose for the vast majority of patients using Rx opiates for pain.
RT @BradleyDStein: Researchers @walidgellad @AJ_Gordon and @PittCP3 and @UofU_PARCKA colleagues used machine learning approaches to predic…
RT @BradleyDStein: Researchers @walidgellad @AJ_Gordon and @PittCP3 and @UofU_PARCKA colleagues used machine learning approaches to predic…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
@berna_tncy @nberpubs @JHastings_Econ Here is full access to the article: https://t.co/E2bCvHYARQ I think they use #ML for risk stratification.
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
RT @gp_pulipaka: #MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataS…
#MachineLearning Algorithms for Predicting Opioid OD Risk Among People w/ Opioid Prescriptions. #BigData #Analytics #DataScience #AI #IoT #IIoT #Python #RStats #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #HealthTech
RT @BradleyDStein: Researchers @walidgellad @AJ_Gordon and @PittCP3 and @UofU_PARCKA colleagues used machine learning approaches to predic…
RT @BradleyDStein: Researchers @walidgellad @AJ_Gordon and @PittCP3 and @UofU_PARCKA colleagues used machine learning approaches to predic…
Researchers @walidgellad @AJ_Gordon and @PittCP3 and @UofU_PARCKA colleagues used machine learning approaches to predict opioid overdose risk. Their models outperformed current approaches in using claims data to identify individuals at high risk: https://
RT @JanKlimas: Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries With Opioid Presc…
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/W7FiprTBbl
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/ANb4UjKVsA
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/0X1sYjmw3O
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/JOdobriSfX
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/Vp1xXXrX8n
RT @TheATIPUSA: Stat for the Day: 90% of Medicare patients have a low risk for overdose according to Lo-Ciganic, Huang, & Zhang (2019). htt…
Very impressive ML model can predict which Medicare pts are at greatest risk for #opioid #overdose (AUC 0.91). https://t.co/DDkNrHrmty
Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries With Opioid Prescriptions https://t.co/V25tIykPHm
RT @UAPharmacy: New @JAMANetworkOpen study finds #MachineLearning useful to predict #OpioidOverdose risk in #Medicare population. Congratul…
New @JAMANetworkOpen study finds #MachineLearning useful to predict #OpioidOverdose risk in #Medicare population. Congratulations to the team!
RT @AliRaja_MD: Evaluation of #MachineLearning Algorithms for Predicting #OpioidOverdose Risk Among Medicare Beneficiaries w/ #OpioidPrescr…