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Absolutely fantastic week at @acrmrehab.bsky.social immersing ourselves in the latest #braininjury research, strategies, RTSS guidelines and innovations #ACRM2025

Much exciting knowledge to bring back to our service!

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🙏 Thank you to Jamie Gibson, Jade Sampford & Gareth Jones at #ACRM2025! They shared the TANGO study – co-designed communication partner training – and how RTSS supports implementation of behavior change interventions in rehab. 💡
blogs.city.ac.uk/tango

#Rehabilitation #Physio #SLT #BehaviorChange

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Access to care is a critical issue for people with #TBI, and many patients need long-term care. Dr. John Whyte will present in this session #ACRM2025 on "Improving Access to Post-acute Care for People with Severe Traumatic Brain Injury: Next Steps 1953" today at 1:15 pm.

https://ow.ly/SAcN50XfKEG

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Presenting with this amazing team on the new TBI guidelines at #ACRM2025
Read them here: www.annfammed.org/content/earl...

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Congratulations to Dr. Amanda Rabinowitz on her receipt of the Mitchell Rosenthal Award from the American Congress of Rehabilitation Medicine (ACRM)! The Award was presented today during the #ACRM2025 Annual Meeting.

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This proposal outlines a scientific approach for advancing precision rehabilitation through a novel Causal Framework. The framework aims to optimize therapeutic interventions by integrating data science, artificial intelligence (AI), and causal inference. It synthesizes concepts from Computational Neurorehabilitation, the International Classification of Functioning and Disability (ICF), and the Rehabilitation Treatment Specification System (RTSS).
Central to this approach is the development of formal causal models, referred to as "digital twins," which simulate individual patient recovery trajectories. These models leverage heterogeneous, longitudinal data, encompassing clinical assessments and high-resolution measurements obtained via AI-powered movement analysis, such as computer vision-based gait analysis. The RTSS plays a critical role by enabling detailed documentation of treatment targets, active ingredients (viewed as causal influences), and mechanisms, which directly inform the construction of these causal models.
The resulting models allow for counterfactual analysis—predicting how a patient might respond to different interventions. This informs an Optimal Dynamic Treatment Regimen (ODTR), guiding the selection of therapies to maximize long-term function across multiple ICF levels (body function, activity, participation), focusing on patient-valued outcomes.
Illustrative case studies include EMG biofeedback for spinal cord injury, modeling its effects on motor function via mechanisms like activity-dependent plasticity, and post-stroke gait rehabilitation, integrating neurophysiology and kinematics to differentiate recovery mechanisms and predict outcomes from various interventions (e.g., high-intensity training, FES, AFOs).
The framework acknowledges challenges like data integration and model complexity, emphasizing the need for transdisciplinary efforts and advanced methods like causal representation learning.

This proposal outlines a scientific approach for advancing precision rehabilitation through a novel Causal Framework. The framework aims to optimize therapeutic interventions by integrating data science, artificial intelligence (AI), and causal inference. It synthesizes concepts from Computational Neurorehabilitation, the International Classification of Functioning and Disability (ICF), and the Rehabilitation Treatment Specification System (RTSS). Central to this approach is the development of formal causal models, referred to as "digital twins," which simulate individual patient recovery trajectories. These models leverage heterogeneous, longitudinal data, encompassing clinical assessments and high-resolution measurements obtained via AI-powered movement analysis, such as computer vision-based gait analysis. The RTSS plays a critical role by enabling detailed documentation of treatment targets, active ingredients (viewed as causal influences), and mechanisms, which directly inform the construction of these causal models. The resulting models allow for counterfactual analysis—predicting how a patient might respond to different interventions. This informs an Optimal Dynamic Treatment Regimen (ODTR), guiding the selection of therapies to maximize long-term function across multiple ICF levels (body function, activity, participation), focusing on patient-valued outcomes. Illustrative case studies include EMG biofeedback for spinal cord injury, modeling its effects on motor function via mechanisms like activity-dependent plasticity, and post-stroke gait rehabilitation, integrating neurophysiology and kinematics to differentiate recovery mechanisms and predict outcomes from various interventions (e.g., high-intensity training, FES, AFOs). The framework acknowledges challenges like data integration and model complexity, emphasizing the need for transdisciplinary efforts and advanced methods like causal representation learning.

If you are at @acrmrehab.bsky.social I will be presenting this morning (8am)

SPECIAL SYMPOSIUM: Ai-powered Movement Analysis and a Causal Framework for Precision Rehabilitation SS1 #ACRM2025 cdmcd.co/5npwMR

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Dr. Amanda Rabinowitz will be presenting at the #ACRM2025 Annual Meeting on 10/28/25 from 2:45 PM - 3:45 PM. The symposium will cover her work with colleagues developing the ACRM Structured #TBI Interview & application of the ACRM Diagnostic Criteria in Research.

https://ow.ly/6k3k50X9nbb

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Congratulations to Postdoc, Dr. Allie Tracey, on receiving an Early Career Travel Scholarship Award to attend the 2025 ACRM Conference! Allie will present a poster on 10/28 at 7:00 pm in Chicago featuring work focused on remote #concussion symptom monitoring in college-aged athletes.

#ACRM2025

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Mark your calendars for Dr. John Whyte's Plenary, "Better Rehabilitation Through Better Treatment Specification: The Growing Impact of the Rehabilitation Treatment Specification System," on 10/28 @ #ACRM2025!

👉 acrm25.eventscribe.net/fsPopup.asp?...

#rehabilitation #RTSS #neurorehabilitation

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FREE one-day course at #ACRM2025
Enhancing Rehabilitative Medicine w/ Lifestyle Medicine
26 Oct | Chicago
Learn how the 6 pillars (nutrition, activity, stress, sleep, social connection, avoiding risks) can transform rehab care
ACRM.org/2025 #lifestylemedicine #rehabilitation #physiatry #nutrition

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Clinical Implementation of Cognitive Rehabilitation Best Practices Using the Rehabilitation Treatment Specification System - Wed. 10/29/25, 1:15-2:15 pm

Clinical Implementation of Cognitive Rehabilitation Best Practices Using the Rehabilitation Treatment Specification System - Wed. 10/29/25, 1:15-2:15 pm

An SLP, 2 OTs, & 1 physiatrist walk into the Hilton Chicago & .... present: "Clinical Implementation of Cognitive Rehabilitation Best Practices Using the Rehabilitation Treatment Specification System" on 10/29/25, 1:15-2:15 pm. Presenters: K. O'Brien, K. Watters, N. Corro, & J. Whyte. #ACRM2025

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🐾 The dogs are back in town at #ACRM2025! Join Cate Dorr & Kristen Shear for courses, a symposium & a Fireside Chat on facility dog programs—w/ live demos 🐶 Register: ACRM.org/2025 | Free EXPO: ACRM.org/Expo #FacilityDogs #Rehabilitation #ACRM #Chicago

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Thank you @mstarkoclark.bsky.social and yes go to ACRM.org/Virtual #ACRM2025

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Can’t make it to Chicago? You don’t have to miss #ACRM2025!
Join via our NEW Virtual Option → ACRM.org/Virtual
Live-streamed sessions
#CME & #CEU
Global networking + on-demand access
Be part of the world’s largest #rehabilitation #research event
#physiatry #TBI #SCI #Stroke #neurorehabilitation

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Elevate Your Leadership Game at #ACRM2025!
Join our Leadership Development Course—a one-day intensive designed for every stage of your professional journey
Register now to lead w/ purpose ACRM.org/LDC
#Leadership #ProfessionalDevelopment #Rehabilitation #ACRM #physiatry #neurorehabilitation

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Upgrade Your Skills with ACRM’s COG Training!

Get 30% OFF all #Cognitive Rehabilitation products—textbook, manual, or e-book—through August 31
Use code COG30 at checkout
Visit ACRM.org/COG30

#rehabilitation #cognitiverehab #ACRM2025 #professionaldevelopment #CME #CEU #braininjury #TBI #stroke

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Only 9 weeks to #ACRM2025 in Chicago!
Register: ACRM.org/Register
Browse Program: ACRM.org/OP
Submit Late-Breaking Posters (due Aug 31): ACRM.org/Call

Don’t miss the world’s largest interdisciplinary rehab research event! #physiatry #rehabilitation #PMR #neurorehabilitation #ACRM

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Time is almost up! Share your latest data at #ACRM2025 with a Late-Breaking Research Poster.
Submit today ACRM.org/Call
#rehabilitation #research #neurorehabilitation #physiatry #stroke #TBI #SCI #CME #CEU #Cancer #veteranshealth #parkinsons #multiplesclerosis

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Can’t make it to Chicago for #ACRM2025?
Join online with Virtual Attendance — livestreamed sessions, posters, CME/CEUs, plus special LMIC rates.

Go to ACRM.org/Virtual | ACRM.org/LMIC

#physiatry #rehabilitation #neurorehabilitation #ACRM #livestream #medicalconference #CME #CEU

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