{"id":"W4403212287","doi":"10.1109/cibcb58642.2024.10702158","title":"Generating Models of Human Gait in Patients with Parkinson’s Disease using Genetic Programming","year":2024,"lang":"en","type":"article","venue":"","topic":"Robotic Locomotion and Control","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Parkinson's disease; Genetic programming; Gait; Computer science; Physical medicine and rehabilitation; Disease; Gait analysis; Medicine; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003496402,0.00009142591,0.0001019282,0.00008485436,0.00002025038,0.0000432436,0.00004579706,0.0000199689,0.00002526424],"category_scores_gemma":[0.000001528851,0.00007567417,0.00002624405,0.0001277026,0.00001038606,0.0001003296,0.000009696781,0.00005820929,0.000001449399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004457524,"about_ca_system_score_gemma":0.00001463931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003139161,"about_ca_topic_score_gemma":0.00001941811,"domain_scores_codex":[0.9994189,0.00001098679,0.0001840348,0.0001186637,0.0001198369,0.0001475858],"domain_scores_gemma":[0.9998101,0.000005880422,0.00001030776,0.00009825065,0.00001802567,0.00005743401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002781338,0.0000270233,0.01607429,0.0001063382,0.00001667476,0.00000572602,0.0001209739,0.9722965,0.0002151917,0.0002852455,0.000004966163,0.01084433],"study_design_scores_gemma":[0.0003326959,0.00002030943,0.01132015,0.0001133426,0.00001645982,1.749257e-7,0.00001467558,0.9879493,0.0000372686,0.00007261325,0.00002338414,0.00009965578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8437492,0.0001939044,0.1554686,0.000004736423,0.00005046958,0.0002062149,0.000001270092,0.0001276182,0.0001978887],"genre_scores_gemma":[0.9856542,0.00000152342,0.01424309,0.000009348698,0.00002071701,0.0000156009,0.000004066449,0.00002559031,0.00002591812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1419049,"threshold_uncertainty_score":0.3085903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01218123804218036,"score_gpt":0.2119776561910245,"score_spread":0.1997964181488441,"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."}}