{"id":"W4407953001","doi":"10.1007/978-3-031-77588-8_98","title":"Research of Hybrid Gait Orthosis Analysis for Paraplegics","year":2025,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Workers Compensation Board of British Columbia","funders":"","keywords":"Physical medicine and rehabilitation; Gait; Gait analysis; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005284207,0.000546328,0.0004831234,0.001214811,0.0001709363,0.001152096,0.000643279,0.000383695,0.00877581],"category_scores_gemma":[0.0006013695,0.0002163292,0.000381889,0.0013543,0.0004216985,0.0009511418,0.0003899795,0.000349615,0.001660593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000310844,"about_ca_system_score_gemma":0.0003676209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331115,"about_ca_topic_score_gemma":0.001789748,"domain_scores_codex":[0.999719,0.00003906761,0.00001214164,0.00005680672,0.0001603199,0.00001266357],"domain_scores_gemma":[0.9996835,0.0001481796,0.00001320485,0.00002717424,0.000117633,0.00001031441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007118175,0.00006102414,0.001187677,0.0004389914,0.00004245162,0.0001203772,0.0002198616,0.01396222,0.03111725,0.03013046,0.008683617,0.9139649],"study_design_scores_gemma":[0.00003431479,0.0008061088,0.028502,0.0008485911,0.0001458991,0.002918703,0.001098046,0.5033376,0.06009796,0.09255477,0.3095242,0.0001318187],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04099318,0.02938457,0.8489229,0.0005842922,0.0006903888,0.00007946694,0.0004982093,0.001039736,0.07780728],"genre_scores_gemma":[0.3440546,0.02957388,0.3881229,0.0003083638,0.0004955593,0.0001209219,0.001858814,0.0005736608,0.2348913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00877581,"threshold_uncertainty_score":0.02935797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08561000844632402,"score_gpt":0.3539607783412725,"score_spread":0.2683507698949485,"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."}}