{"id":"W4409732340","doi":"10.1017/cjn.2025.78","title":"Speech, Kinematics and Gait Analysis of Degenerative Cerebellar Ataxia Syndromes","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Genetic Neurodegenerative Diseases","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Gait; Kinematics; Physical medicine and rehabilitation; Cerebellar ataxia; Gait analysis; Ataxia; Psychology; Medicine; Neuroscience; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003688138,0.0005656052,0.000255702,0.001724439,0.0001548556,0.0003098669,0.000136665,0.0002160013,0.0009500363],"category_scores_gemma":[0.001473333,0.00009520796,0.0001521286,0.0004808114,0.0002256058,0.000167814,0.0002536292,0.0001074874,0.0002170873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002283747,"about_ca_system_score_gemma":0.000297689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004049352,"about_ca_topic_score_gemma":0.003660937,"domain_scores_codex":[0.999726,0.00007836946,0.00005492525,0.00005207931,0.00006848294,0.00002001332],"domain_scores_gemma":[0.9995597,0.0001109048,0.0001349253,0.00002583322,0.0001179846,0.00005071921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001390605,0.0001803782,0.8208655,0.0002564773,0.0001545049,0.003537075,0.0006202132,0.001123477,0.06320388,0.0001448895,0.0005089638,0.1080141],"study_design_scores_gemma":[0.00001088954,0.0002886323,0.9910048,0.00001758252,0.00004303474,0.003896534,0.000140537,0.001090968,0.003175532,0.00007911956,0.0002447512,0.000007442635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965882,0.0005638071,0.001612744,0.00002908821,0.000005957994,0.00002478278,0.0002512009,0.00006050552,0.0008638502],"genre_scores_gemma":[0.9977495,0.000198199,0.00145914,0.000009258909,0.000003571384,0.00001472232,0.0002374578,0.000004809394,0.0003234496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004049352,"threshold_uncertainty_score":0.008051574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0407018213871497,"score_gpt":0.2880036413936257,"score_spread":0.247301820006476,"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."}}