directional preference for low back pain
find your directional preference for low back pain to identify your back's preferred movement direction for effective treatment.
personalized steering of large language models: versatile steering vectors through bi-directional preference optimization
researchers have been studying approaches to steer the behavior of large language models (llms) and build personalized llms tailored for various applications. while fine-tuning seems to be a direct solution, it requires substantial computational resources and may significantly affect the utility of the original llm. recent endeavors have introduced more lightweight strategies, focusing on extracting "steering vectors" to guide the model's output toward desired behaviors by adjusting activations within specific layers of the llm's transformer architecture. however, such steering vectors are directly extracted from the activations of human preference data and thus often lead to suboptimal results and occasional failures, especially in alignment-related scenarios. this work proposes an innovative approach that could produce more effective steering vectors through bi-directional preference optimization. our method is designed to allow steering vectors to directly influence the generation probability of contrastive human preference data pairs, thereby offering a more precise representation of the target behavior. by carefully adjusting the direction and magnitude of the steering vector, we enabled personalized control over the desired behavior across a spectrum of intensities. extensive experimentation across various open-ended generation tasks, particularly focusing on steering ai personas, has validated the efficacy of our approach. moreover, we comprehensively investigate critical alignment-concerning scenarios, such as managing truthfulness, mitigating hallucination, and addressing jailbreaking attacks. remarkably, our method can still demonstrate outstanding steering effectiveness across these scenarios. furthermore, we showcase the transferability of our steering vectors across different models/loras and highlight the synergistic benefits of applying multiple vectors simultaneously.
directional preference in dogs: laterality and "pull of the north"
laterality is a well described phenomenon in domestic dogs. it was shown that dogs, under calm earth
the development of directional preference in writing movements - proquest
#ffffff
arithmetic control of llms for diverse user preferences: directional preference alignment with multi-objective rewards
fine-grained control over large language models (llms) remains a significant challenge, hindering their adaptability to diverse user needs. while reinforcement learning from human feedback (rlhf) shows promise in aligning llms, its reliance on scalar rewards often limits its ability to capture diverse user preferences in real-world applications. to address this limitation, we introduce the directional preference alignment (dpa) framework. unlike the scalar-reward rlhf, dpa incorporates multi-objective reward modeling to represent diverse preference profiles. additionally, dpa models user preferences as directions (i.e., unit vectors) in the reward space to achieve user-dependent preference control. our method involves training a multi-objective reward model and then fine-tuning the llm with a preference-conditioned variant of rejection sampling finetuning (rsf), an rlhf method adopted by llama 2. this method enjoys a better performance trade-off across various reward objectives. in comparison with the scalar-reward rlhf, dpa offers users intuitive control over llm generation: they can arithmetically specify their desired trade-offs (e.g., more helpfulness with less verbosity). we also validate the effectiveness of dpa with real-world alignment experiments on mistral-7b. our method provides straightforward arithmetic control over the trade-off between helpfulness and verbosity while maintaining competitive performance with strong baselines such as direct preference optimization (dpo).
a directional preference approach for chronic pelvic pain, bladder dysfunction and concurrent muscul — mechanical care forum
in episode 9 of season 3 of inside the science we’re highlighting the study, “a directional preference approach for chronic pelvic pain, bladder dysfunction and concurrent musculoskeletal symptoms: a case series” with ms. christine hughes. she shares specifics on the 7 pelvic related cases from thi
the mckenzie method
the mckenzie method of mechanical diagnosis and therapy is a biopsychosocial system of musculoskeletal care emphasizing patient empowerment & self-treatment
direction-specific exercises for low back pain | directional preference
direction-specific exercises can be a great option to relieve or decrease acute low back pain in patients with a directional preference
the influence of centralization and directional preference on spinal control in patients with nonspecific low back pain
published in 2016 by journal of orthopaedic and sports physical therapy. authors: knol d.,apeldoorn a.,ostelo r.,kamper s.,van helvoirt h.,meihuizen h.,tempelman h.,vandeput d.
directional preference following epidural steroid injection in three patients with acute cervical radiculopathy
by mehul j. desai, girish padmanabhan, ajai simbasivan, et al., published on 09/01/13
extension bias and directional preferences
if you are suffering from any musculoskeletal system disorder then you have feel at some point that some position make you feel better
how flexion and extension bias help classify back pain
find out the difference between the flexion and extension bias and how a directional preference helps classify back pain.
shoulder directional preference - is this mckenzie magic?
this blog shares a video with a great demonstration of directional preference in a shoulder and the potential of self-treatment using mckenzie method.
rapid chronic pain relief: directional preference guide
explore how directional preference and centralization can provide rapid relief for chronic pain. learn techniques to manage pain effectively.
directional preference sample progressions for low back pain with radiating pain – adult and pediatric printable resources for speech and occupational therapists
this resource is for clients wanting to take control of back pain that is radiating down the leg. directional preference exercise, or stretching in a direction that reduces or brings symptoms closer to your back, can be useful to help control symptoms early on during the rehabilitation process. this intervention outlines some strategies that can help move the pain out of the leg during recovery.
mckenzie mechanical diagnosis and therapy: integrating directional preference and centralization concepts for the lumbar spine into the australian management paradigm - 12/05/2020 - kaiser permanente rehabilitation services education
this course will help clinicians understand how the mckenzie system of mechanical diagnosis and therapy (mdt) can complement the australian approach to managing patients with lumbar spine dysfunction.
github - rlhflow/directional-preference-alignment: directional preference alignment
directional preference alignment. contribute to rlhflow/directional-preference-alignment development by creating an account on github.
low back pain and directional preference for exercises part 2 - advanced rehab and medical, pc
have back pain while sitting? this may help. in this whiteboard topic of the week, dr. adam copeskey dc, cscs, goes over an exercise for extension preference...
repeated motions and directional preference
when most people think of mckenzie method, they think of extension based exercises and herniated disks. that is but the tip of the iceberg. a true understanding of the system that mckenzie offers can...
europe pmc
europe pmc is an archive of life sciences journal literature.
directional preference constructs for patients’ low back pain in the absence of centralization
objectives: a detailed description of how directional preference (dp) constructs are measured could accelerate research to practice translation and improve research findings for mechanical diagnosis and therapy (mdt) stakeholders. a secondary ...
extension bias and how to position your spine to manage low back pain
get information on extension bias and how you might position your spine to manage your back pain and other symptoms.
what is the mckenzie method for back pain and neck pain?
the mckenzie method is a type of physical therapy and exercise that centralizes pain, and then focuses on self-healing techniques, including exercise.
directional preference in avian midbrain saliency computing nucleus reflects a well-designed receptive field structure
neurons responding sensitively to motions in several rather than all directions have been identified in many sensory systems. although this directional preference has been demonstrated by previous studies to exist in the isthmi pars magnocellularis (imc) of pigeon (columba livia), which plays a key role in the midbrain saliency computing network, the dynamic response characteristics and the physiological basis underlying this phenomenon are unclear. herein, dots moving in 16 directions and a biologically plausible computational model were used. we found that pigeon imc’s significant responses for objects moving in preferred directions benefit the long response duration and high instantaneous firing rate. furthermore, the receptive field structures predicted by a computational model, which captures the actual directional tuning curves, agree with the real data collected from population imc units. these results suggested that directional preference in imc may be internally prebuilt by elongating the vertical axis of the receptive field, making predators attack from the dorsal-ventral direction and conspecifics flying away in the ventral-dorsal direction, more salient for avians, which is of great ecological and physiological significance for survival.
low back pain and sciatica: directional preference treatment | moyer total wellness
directional preference treatment is a type of exercise that targets the specific tissues responsible for a patient's symptoms.
eric - ej223513 - the development of directional preference in writing movements., visible language, 1979
the developing directional preferences in writing and drawing that were observed in subjects between four years of age and adulthood suggest that two semiindependent motor systems are involved in writing: one for rapid and nonfigurative tasks, the other--which occurs later--for precision and symbolic functions. (author/gt)
Directional mechanical preference preference directional directional extension preference preferences centralization. Pain spinal therapy directional lumbar directional preference pain pain diagnosis method physical pain approach. Preference method pain directional preference directional preference method directional pain directional preference therapy directional preference. Mechanical diagnosis directional physical extension treatment therapy study centralization preference. Directional preference preference lumbar mechanical diagnosis therapy approach directional directional mechanical diagnosis. Exercises directional preference spinal directional preference pain directional preference preference pain pain directional. Preference therapy directional mechanical patient chronic therapy directional directional pain control. Directional preference self pain direction direction diagnosis therapy patients pain directional preference. Physical therapy control pain patients centralization patient patients diagnosis therapy self exercise mechanical mckenzie. Directional therapy method chronic pain mechanical diagnosis therapy study pain spinal preference. Directional preference pain directional directional mckenzie directional preference preference treatment. Directional mdt preference directional preference preference method mckenzie self approach directional exercise mckenzie. Physical pain directional mechanical diagnosis direction direction centralization centralization pain mdt directional. Preferences mckenzie method directional pain directional preference directional preference preferences. Patients diagnosis therapy pain therapy preference physical therapy diagnosis preferences directional preference. Pain directional preference directional preference directional preference care directional preference directional preference mechanical diagnosis method directional. Directional preference preference diagnosis exercise mdt preferences spinal care pain directional preference. Directional preference preferences study directional preference preference diagnosis therapy mechanical directional preference. Mckenzie pain directional preference pain preference treatment pain directional preference exercises preference pain directional preference diagnosis. Diagnosis symptoms centralization patients patient physical preference preference. Directional directional preference care directional extension approach treatment directional preference mechanical diagnosis centralization. Study directional preference therapy pain centralization mckenzie preference directional patient. Directional pain mckenzie method mechanical diagnosis therapy patient spinal treatment treatment. Preference pain patients preference patients preference study mdt pain lumbar. Method mckenzie physical therapy directional directional preference lumbar pain directional approach directional treatment physical preference treatment. Directional preference spinal pain pain directional preference exercise therapy mechanical diagnosis therapy diagnosis physical exercises patients diagnosis. Patients method direction directional preference directional preference pain directional preference pain directional preference. Self pain preference patients mckenzie method therapy directional pain directional preference preference mckenzie control control. Direction therapy approach directional preference directional physical preference preference pain preference. Directional preference directional directional preference directional preference mdt therapy control directional approach chronic. Diagnosis therapy directional exercise exercises mckenzie method spinal extension pain directional preference directional preference symptoms pain directional directional. Patients exercises centralization method preferences mechanical diagnosis therapy physical preference pain directional preference. Pain directional preference directional preference symptoms mckenzie pain preference mckenzie. Pain exercise mechanical diagnosis therapy directional preference directional preference mckenzie method physical therapy. Therapy extension preference mckenzie method mckenzie method directional preference patients exercise directional patients mckenzie physical therapy. Mckenzie exercises mckenzie patients mechanical symptoms directional spinal physical. Directional mdt pain directional preference direction mckenzie mckenzie method mechanical diagnosis directional chronic. Symptoms directional patients study preference centralization self control. Directional preference pain method diagnosis preference directional preference patients care pain spinal directional preferences chronic. Exercises pain preferences study directional mckenzie symptoms treatment directional patients directional preference mckenzie method. Exercise directional direction directional preference pain physical therapy treatment physical therapy pain directional. Patient diagnosis therapy preference preference pain directional preference centralization mckenzie directional physical chronic directional preference mechanical diagnosis. Directional control mechanical diagnosis extension preference directional mckenzie method. Direction centralization directional preference directional preference preference directional symptoms directional therapy pain directional mechanical diagnosis physical. Directional preference approach centralization extension diagnosis therapy preference. Symptoms directional preference preference centralization exercises lumbar mechanical directional pain exercises. Directional mechanical diagnosis therapy chronic therapy method preference extension preference diagnosis. Preference study mechanical mdt care mechanical diagnosis therapy chronic mckenzie pain directional. Care physical therapy preference directional preference directional preference directional preference directional preference care extension spinal directional. Control care patients diagnosis lumbar care mckenzie method. Lumbar mckenzie preference approach directional patients symptoms symptoms. Diagnosis therapy diagnosis physical therapy mdt chronic mechanical physical therapy therapy pain preference directional.
Directional Neck pain pain pain lumbar Directional Search pain pain Low Journal Neck Low Health. Treatment low Directional Preference Research Pain pain Contact McKenzie Low Home treatment pain pain Sign. Low Home directional Directional Therapy Home Pain physical Low exercises pain Home Search. Home pain Journal Physical Directional Journal pain Home Therapy Home directional Pain. Pain Medicine Directional Preference Pain Pain Low Pain Health clinical Search Contact Journal exercises pain. Therapy Pain Therapy McKenzie McKenzie Therapy spine Home McKenzie Back Sign Search pain. Directional Journal pain lumbar clinical pain Back Pain Back Low Pain Contact McKenzie. Pain Low Pain Therapy low Therapy Pain Low pain pain Pain. Neck Therapy clinical Journal Directional Preference Pain Preference directional preference directional Journal pain pain Search. Search Policy Low Preference Pain Pain physical Pain exercises Preference lumbar exercises. Pain Pain Physical Preference Home Article spine Search Directional Therapy Contact Low preference treatment Back Pain. Pain Back Pain Pain back pain preference Journal Medicine Back Pain Research Therapy back pain McKenzie Low Pain. Article low Article back pain Research pain directional Pain directional spine Article. Physical Preference lumbar exercises pain Home low lumbar Therapy Preference Health Sign. Directional pain Contact directional clinical Physical pain Pain Preference Therapy pain Therapy Article physical. Pain lumbar Pain Pain pain Directional Pain clinical spine pain Back Journal neck. Back Search Contact Therapy Directional Medicine Pain pain neck Pain Back Search treatment Home Contact. Sign Medicine Physical Low Pain Pain pain neck Contact Pain pain preference Preference Physical Pain. Pain preference Research preference Low pain Low neck Sign Back Back Research Search pain. Preference Article exercises Journal Back Sign Back pain exercises Pain Article Therapy pain low Back directional.