{"id":"W4308722353","doi":"10.3389/fneur.2022.1041014","title":"APDM gait and balance measures fail to predict symptom progression rate in Parkinson's disease","year":2022,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health; University of Texas Southwestern Medical Center","keywords":"Gait; Balance (ability); Parkinson's disease; Physical medicine and rehabilitation; Medicine; Physical therapy; Regression; Regression analysis; Disease; Psychology; Internal medicine; Statistics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005579505,0.0006772713,0.0008914113,0.001041131,0.0002986809,0.001070784,0.0005587176,0.0008783871,0.0004247512],"category_scores_gemma":[0.01355299,0.0003317103,0.0009245437,0.000570813,0.0003179896,0.0008286214,0.0009017299,0.001152123,0.0004487956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003011327,"about_ca_system_score_gemma":0.0003005456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005072566,"about_ca_topic_score_gemma":0.005725405,"domain_scores_codex":[0.9979203,0.0009152991,0.0002400287,0.0003648984,0.0004211988,0.0001382286],"domain_scores_gemma":[0.992991,0.002902492,0.001906495,0.00104371,0.0007655042,0.0003907282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000403762,0.00007462937,0.9879248,0.00001277957,0.0001555144,0.00005070862,0.00004887523,0.002537098,0.0004266811,0.00002319923,0.0001298155,0.008212176],"study_design_scores_gemma":[0.00002421061,0.0004568555,0.9677497,0.00002078845,0.00007568554,0.0003643047,0.00007820186,0.03026276,0.0004874206,0.0002455715,0.0002163295,0.00001824942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977083,0.0003420199,0.001124473,0.00004824362,0.000009416838,0.00001118019,0.0003287453,0.0000331084,0.0003945433],"genre_scores_gemma":[0.9989837,0.00004985506,0.0003635504,0.00001728954,0.000006232926,0.000005878013,0.0004520843,0.000005533791,0.0001158485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005579505,"threshold_uncertainty_score":0.02950758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008947037448483984,"score_gpt":0.2415398521912349,"score_spread":0.2325928147427509,"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."}}