{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002990002,0.001544014,0.005468447,0.0007267303,0.0006876756,0.001264343,0.001203923,0.003012826,0.007879711],"category_scores_gemma":[0.004271314,0.0007334848,0.003090751,0.0007696761,0.001081212,0.001228098,0.0006176211,0.002017946,0.0006710191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00101291,"about_ca_system_score_gemma":0.00205737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001453895,"about_ca_topic_score_gemma":0.002962211,"domain_scores_codex":[0.9979529,0.00115726,0.0002457396,0.0003232334,0.000141328,0.0001794661],"domain_scores_gemma":[0.9983816,0.0005741588,0.0005206692,0.00009374401,0.0001258532,0.000303985],"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":[0.9795015,0.003431731,0.0004000171,0.003883204,0.002341488,0.00003927547,0.00003785797,0.0001394438,0.0004492223,0.00009220855,0.0005123809,0.009171627],"study_design_scores_gemma":[0.981459,0.01631634,0.0007330024,0.0001978657,0.0008155737,0.00001121009,0.00001471792,0.0001116659,0.00004466662,0.00006999935,0.0002196841,0.000006251816],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9070641,0.05314025,0.001734093,0.002424631,0.002730521,0.02632957,0.002228544,0.0002755361,0.004072723],"genre_scores_gemma":[0.9343287,0.01396028,0.003800852,0.002088799,0.001183258,0.04053433,0.001090363,0.00002067385,0.002992681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007879711,"threshold_uncertainty_score":0.02636021,"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."}}