{"id":"W4223980760","doi":"10.3390/brainsci12040494","title":"Home-Based Music Therapy to Support Bulbar and Respiratory Functions of Persons with Early and Mid-Stage Amyotrophic Lateral Sclerosis—Protocol and Results from a Feasibility Study","year":2022,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Deafness and Other Communication Disorders; MGH Institute of Health Professions; Motor Neurone Disease Association; University of Toronto; Engineering and Physical Sciences Research Council; Toronto Rehabilitation Institute; University of Florida","keywords":"Medicine; Swallowing; Amyotrophic lateral sclerosis; Bulbar palsy; Physical therapy; Dysphagia; Respiratory rate; Physical medicine and rehabilitation; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002562138,0.0001392762,0.0002189411,0.0001917284,0.001536012,0.00005734249,0.000177568,0.00002700775,0.0002933898],"category_scores_gemma":[0.00005394697,0.0001037246,0.00001753578,0.00049383,0.0003382713,0.0001799249,0.0002644098,0.0001938421,0.000001632008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004488731,"about_ca_system_score_gemma":0.0002981528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001475274,"about_ca_topic_score_gemma":0.001034838,"domain_scores_codex":[0.9976293,0.0006362782,0.0003643558,0.0006088258,0.0004797583,0.0002814346],"domain_scores_gemma":[0.998964,0.000370521,0.0002005507,0.0002777225,0.00004749153,0.0001396896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001629557,0.0004095718,0.9780715,0.00004188151,0.00003644379,0.000007145491,0.01492279,0.00004081703,0.002104623,0.00006851571,0.001730054,0.0009370907],"study_design_scores_gemma":[0.005774889,0.006011422,0.9712083,0.00002557634,0.00001422698,1.076661e-7,0.01183955,0.00004771128,0.00001063781,0.00005116535,0.004879237,0.0001371272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706988,0.000009532243,0.00002659616,0.001377779,0.00008495455,0.02720314,0.0001990243,0.00003558495,0.0003645725],"genre_scores_gemma":[0.9833012,5.214459e-7,0.0003208205,0.001481407,0.00002418769,0.01423436,0.000004209806,0.000008994153,0.0006242529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01296877,"threshold_uncertainty_score":0.9997638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1796074363076099,"score_gpt":0.4106110698659545,"score_spread":0.2310036335583446,"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."}}