{"id":"W4406774344","doi":"10.3389/fpsyg.2025.1496146","title":"Digital dance programs for Parkinson's disease: challenges and opportunities","year":2025,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Music Therapy and Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"European Commission","keywords":"Psychology; Dance; Parkinson's disease; Dance therapy; Cognitive psychology; Disease; Visual arts; 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":[0.0002537109,0.0001585304,0.0002950658,0.0002255372,0.00006306422,0.00002202816,0.0001949952,0.0001650131,0.00003857116],"category_scores_gemma":[0.00001611699,0.0001606596,0.00005065256,0.00007788087,0.0002728115,0.00008258117,0.00002409181,0.0001548736,0.000003250534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002154915,"about_ca_system_score_gemma":0.00004229683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002309333,"about_ca_topic_score_gemma":0.00001186198,"domain_scores_codex":[0.9986718,0.00008831685,0.0002544081,0.0005079902,0.00005123369,0.0004262976],"domain_scores_gemma":[0.9993563,0.00006138707,0.00006802624,0.0003782928,0.00002294884,0.0001131028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008199923,0.0002185311,0.01661615,0.00008037227,0.00005840335,0.00001758745,0.0009281225,3.513598e-8,3.593485e-7,0.04178037,0.09995767,0.8395224],"study_design_scores_gemma":[0.001467769,0.0001464758,0.06646577,0.0000463105,0.00001004907,0.000003466715,0.001307582,0.00001078505,1.032093e-7,0.06804349,0.8623707,0.0001275241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02794887,0.4981388,0.06818844,0.06724193,0.02272263,0.003009442,0.0002124381,0.0003251505,0.3122123],"genre_scores_gemma":[0.7924097,0.108171,0.01578384,0.03275949,0.001235772,0.005049731,0.0003795796,0.0001725315,0.04403833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8393949,"threshold_uncertainty_score":0.6551509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0864752436576615,"score_gpt":0.3684677693382883,"score_spread":0.2819925256806268,"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."}}