{"id":"W2064272750","doi":"10.1115/1.4027021","title":"Multijoint Rigidity-Testing Device for Titrating Medication and Deep Brain Stimulation Therapies1","year":2014,"lang":"en","type":"article","venue":"Journal of Medical Devices","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physical medicine and rehabilitation; Deep brain stimulation; Rigidity (electromagnetism); Elbow; Subthalamic nucleus; Muscle Rigidity; Brain stimulation; Neuroscience; Motor symptoms; Movement disorders; Rating scale; Parkinson's disease; Medicine; Psychology; Disease; Stimulation; Surgery; Physics; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001105388,0.0001006953,0.0002824266,0.00006267234,0.00009030616,0.00002298308,0.00008121014,0.0001172966,0.00005649443],"category_scores_gemma":[0.004806179,0.00006303573,0.00006440909,0.0000815883,0.00007283925,0.00009923196,0.00001831128,0.000218922,0.00000214623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001498756,"about_ca_system_score_gemma":0.00005825309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001056092,"about_ca_topic_score_gemma":0.00002067273,"domain_scores_codex":[0.9985719,0.00008675764,0.0004464797,0.0001291803,0.0006249828,0.0001406387],"domain_scores_gemma":[0.9975138,0.001651439,0.0003475414,0.00006514212,0.0001648179,0.0002572682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003535503,0.0005803656,0.1320297,0.0004517565,0.0002381141,0.00006829569,0.0004384601,0.00003479611,0.002468743,0.0008961699,0.0006657476,0.8617743],"study_design_scores_gemma":[0.02043648,0.007159569,0.6183735,0.00166645,0.0006968484,0.0004828328,0.0005297692,0.3157302,0.0007003255,0.0172088,0.01663534,0.0003798597],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495289,0.001001208,0.02131582,0.02749595,0.0001540484,0.0002312366,7.680847e-7,0.00001871731,0.0002533429],"genre_scores_gemma":[0.984445,0.00007573456,0.008872905,0.006220444,0.0003587005,0.000005029287,0.000004560306,0.00000981358,0.000007807371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8613944,"threshold_uncertainty_score":0.5753793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04764875490705064,"score_gpt":0.3451127777072874,"score_spread":0.2974640228002368,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}