Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:05:57.172898Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2608.02408.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:05:57.172898Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a4683b1f-f84d-4b53-be0b-3f471841aa48 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Projections for prevalence of parkinson’s disease and its driving factors in 195 countries and territories to 2050: modelling study of global burden of disease study 2021,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc44ce81-df10-4985-9250-14ef30d743a7 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Recent trends and practices toward assessment and rehabilitation of neurodegen- erative disorders: Insights from human gait,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation cff0d432-9f7f-473e-8417-7d3ee280f42f · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data A comprehensive survey on gait analysis: History, parameters, approaches, pose estimation, and future work,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 16cc4d91-c4b4-4644-a62c-fb02e9ebed07 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Detection and assessment of parkinson’s disease based on gait analysis: A survey,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d5ee20c0-6dcb-4748-9728-fda5d990fa46 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Indirect measurement of ground reaction forces and moments by means of wearable inertial sensors: A systematic review,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d46ec982-1ef6-4971-8da7-89cd1ce4eb2a · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Wearable sensing for solid biomechanics: A review,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d801972d-0c86-4214-aad4-ade156c817f8 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Comparing the ground reaction forces, toe clearances, and stride lengths of young and older adults using a novel shoe sensor system,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e97e8d7b-83f1-46a6-b784-d69954b31c21 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Wearable sensors for remote health monitoring,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 70accc3f-ff07-4e8a-bbda-4f1af7ddf5f1 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Portable gait lab: estimating 3d grf using a pelvis imu in a foot imu defined frame,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4affc816-e26a-478d-8c3e-bb87a936f2ca · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Prediction of ground reaction forces for parkinson’s disease patients using a kinect-driven musculoskeletal gait analysis model,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation daac9942-f0d1-4032-8554-ea5dae14a2d6 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data An imu- based ground reaction force estimation method and its application in walking balance assessment,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dce7319c-6ba9-4ed4-b572-0999995f2b87 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Biomechanical models in the lower-limb exoskeletons development: A review,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1f0761a-b44e-487e-8c1d-c8dff959c197 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Hybrid physics-based and data-driven models for smart manufacturing: Modelling, simulation, and explainability,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 186771ea-2ef6-44d8-9698-3894f17e1f97 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Estimation of lower extremity joint moments and 3d ground reaction forces using imu sensors in multiple walking conditions: A deep learning approach,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a1bf5d1-4757-495e-8645-79a6ca0b8cfb · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Predicting vertical ground reaction forces from 3d accelerometry using reservoir computers leads to accurate gait event detection,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 22768cf7-5fce-4700-8125-39277770ef9c · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Real-life measurement of tri-axial walking ground reaction forces using optimal network of wearable inertial measurement units,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a689e711-8a24-4d34-b250-768392a6234f · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Effect of imu location on estimation of vertical ground reaction force during jumping,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d3132cbd-d22a-4944-a7b0-710b14ce5cec · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Estimating 3d ground reaction forces in running using three inertial measurement units,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f754ff78-a4f6-4d82-8825-1625cef5688b · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Imu- based human ground reaction force estimation method,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aa80318c-b8e3-42bc-917c-b6f81b700c5b · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Estimating ground reaction forces from inertial sensors,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aef3398c-692d-444f-a6c6-b2210ec487b7 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Real-time ground reaction force and knee extension moment estimation during drop landings via modular lstm modeling and wearable imus,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 940b6548-3713-4f47-9aaa-6c728d4b19db · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 77e1d2a4-cbef-43ea-9997-89770036e5da · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Deep learning for quantified gait analysis: a systematic literature review,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 012015d3-3cd7-448c-822f-0bf3b325d120 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Deep- learning model for the prediction of lower-limb joint moments using single inertial measurement unit during different locomotive activities,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a89b2866-ca33-44ad-a6cc-beb03559fb0d · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Prediction of vertical ground reaction forces under different running speeds: Integration of wearable imu with cnn-xlstm,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 38d22b69-d093-4fda-b0c9-95fa8a9ff99f · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Weargait-pd: An open-access wearables dataset for gait in parkinson’s disease and age-matched controls,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 58580673-0b61-40e1-a8e7-252f7676307d · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data A public data set of walking full-body kinematics and kinetics in individuals with parkinson’s disease,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 64e27cf5-d494-421c-9151-e0884b4ea5e5 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Window size impact in human activity recognition,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 063edecc-8bd9-4166-886a-63228f77c339 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Analysis of the stance phase of the gait cycle in parkinson’s disease and its potency for parkinson’s disease discrimination,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 893a1780-f88c-4032-82f2-cca40b178182 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data A novel cnn-bilstm ensemble model with attention mechanism for sit-to-stand phase identification using wearable inertial sensors,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d625fa8c-f7b6-4f95-9fa7-46cc52d22246 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Continuous estimation of human knee joint angles by fusing kinematic and myoelectric signals,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f2eac27a-e2ca-40dd-9b5c-04fa1e8f26a4 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Multimodal gait abnor- mality recognition using a convolutional neural network–bidirectional long short-term memory (cnn-bilstm) network based on multi-sensor data fusion,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 21ed58a6-8fc9-4e39-83c8-0367e92391c2 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data A hybrid human activity recognition method using an mlp neural network and euler angle extraction based on imu sensors,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fb77e6de-ee5a-48f1-88cb-ff112e06543e · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Speed-variable gait phase estimation during ambulation via temporal convolutional network,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b0941964-9539-4a4d-8ad0-8a9cfde57af6 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data IMUOptimize: A Data-Driven Approach to Optimal IMU Placement for Human Pose Estimation with Transformer Architecture
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e895223e-90da-4e28-89cf-2b8511be5d1e · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Optuna: A next- generation hyperparameter optimization framework,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c9dcc2db-7e15-4e76-adfd-b4e614baab7c · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Combining inertial sensors and machine learning to predict vgrf and knee biomechanics during a double limb jump landing task,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f159723c-ca43-49aa-a508-e2a2ef49db4c · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Influence of imu position and orientation placement errors on ground reaction force estimation,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 556bb627-6c52-41a3-a65c-8c728939161d · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Gait asymmetry and symptom laterality in parkinson’s disease: two of a kind?
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 03fdeaf4-58bc-46c5-82f7-9933d314ead9 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Gait parameters of parkinson’s disease compared with healthy controls: a systematic review and meta-analysis,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3c4aac54-684c-4930-913a-241dbdc893b6 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Current perspectives on the assessment and management of gait disorders in parkinson’s disease,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d04ea2e7-1eda-43cd-898c-07438d1d5ef3 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Estimation of ground reaction forces and moments during gait using only inertial motion capture,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 811ac12d-05a4-4885-8bba-8e774af3ce71 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Indirect estimation of vertical ground reaction force from a body-mounted ins/gps using machine learning,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f13d9e5f-c582-4267-9bf1-791a489695ef · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Inertial sensor location for ground reaction force and gait event detection using reservoir computing in gait,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4d1a5583-e5c1-43ba-a883-6a2116bfd56b · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Using wearable sensors to estimate vertical ground reaction force based on a transformer,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4594467f-612d-44b0-9183-0f1b8bd1063f · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Gait characteristics and falls in parkin- son’s disease: A systematic review and meta-analysis,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ef93a7fe-4255-4294-b87d-ed68f3dc267c · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Available: https://www.mdpi.com/1424-8220/17/1/75
Reference 2017
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0beb0f4b-496b-4d7b-bd0f-6ec063acdbd7 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Available: https://www.mdpi.com/1424-8220/18/8/2564
Reference 2018
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a9397d79-4ef5-4b38-97bc-d7e6aa669605 · outbound
Deep Learning-Based Estimation of Ground Reaction Forces in Parkinsonian Gait Using an Optimized Set of IMU Data Available: https://www.mdpi.com/1424-8220/25/4/1249
Reference 2025
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.