{"id":"W3157522591","doi":"10.3389/fpsyg.2021.655121","title":"BeatWalk: Personalized Music-Based Gait Rehabilitation in Parkinson’s Disease","year":2021,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; International Laboratory for Brain, Music and Sound Research; Centre for Research on Brain Language and Music; McMaster University","funders":"FP7 Information and Communication Technologies","keywords":"Cadence; Gait; Physical medicine and rehabilitation; Rehabilitation; Psychology; Music therapy; Quality of life (healthcare); Physical therapy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000813933,0.0001661787,0.0003752495,0.000310328,0.0001333259,0.000005063901,0.0001621259,0.0003100279,0.000246422],"category_scores_gemma":[0.0004308545,0.000183646,0.0001149033,0.0005314892,0.0001370627,0.00009916076,0.00003255796,0.0006224625,0.00008818675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002380643,"about_ca_system_score_gemma":0.0003009284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004650519,"about_ca_topic_score_gemma":0.0004025056,"domain_scores_codex":[0.9964375,0.001644828,0.0006025549,0.0006034205,0.0001642645,0.000547455],"domain_scores_gemma":[0.9989011,0.0002428694,0.0001580099,0.0004697543,0.00008779966,0.0001404834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000650682,0.0008385436,0.8566244,0.0001816511,0.00001203668,0.00007538112,0.001733017,0.000001701464,0.0003455342,0.0004485286,0.131218,0.007870499],"study_design_scores_gemma":[0.004939459,0.0000499893,0.824173,0.0002401098,0.00001219122,5.470768e-7,0.001624357,0.0005837602,2.979997e-7,0.01730449,0.150917,0.0001547626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9370514,0.004292599,0.02219607,0.01423373,0.01087404,0.001461506,0.00008050578,0.0001365289,0.009673609],"genre_scores_gemma":[0.9288479,0.0005458074,0.05302634,0.01359899,0.0003818432,0.001015633,0.0004865396,0.00006487607,0.002032082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03245139,"threshold_uncertainty_score":0.7488868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02536680177022089,"score_gpt":0.3696923084500452,"score_spread":0.3443255066798244,"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."}}