{"id":"W4308549272","doi":"10.1002/mds.29268","title":"Rehabilitating Cough Dysfunction in Parkinson's Disease: A Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"Movement Disorders","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Movement Disorders","funders":"","keywords":"Medicine; Swallowing; Dysphagia; Randomized controlled trial; Cough reflex; Physical therapy; Anesthesia; Airway; Internal medicine; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005183904,0.0002142017,0.0008877488,0.0002523818,0.0008726412,0.00001540326,0.0001864759,0.00003726213,0.003988351],"category_scores_gemma":[0.0006335707,0.0001885314,0.0003122095,0.0003309978,0.00005387144,0.0001240692,0.0002884023,0.000453347,0.00002813267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005916272,"about_ca_system_score_gemma":0.0002038296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004958297,"about_ca_topic_score_gemma":0.0003902326,"domain_scores_codex":[0.994366,0.002889809,0.001098567,0.0004153367,0.0006870888,0.0005431651],"domain_scores_gemma":[0.9975049,0.001610194,0.0004519941,0.0003070163,0.00003265293,0.0000932048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9456264,0.0007743355,0.01486888,0.00009804669,0.000194115,0.000003797908,0.001617465,0.001131668,0.000004835068,0.01373557,0.02087243,0.001072427],"study_design_scores_gemma":[0.9029949,0.0002037503,0.002582367,0.00002725048,0.0001205264,1.376736e-9,0.009850849,0.004220515,5.295347e-8,0.0326363,0.04717677,0.0001866939],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8207476,0.0008184605,0.00257934,0.03369588,0.008246817,0.06214804,0.00003072703,0.0003596287,0.07137355],"genre_scores_gemma":[0.920599,0.0001318527,0.0001572764,0.008195397,0.0001112027,0.0566577,0.00008155694,0.00003708987,0.01402894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09985144,"threshold_uncertainty_score":0.9969221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488480280137647,"score_gpt":0.3379911138882585,"score_spread":0.323106311086882,"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."}}