{"id":"W4250006247","doi":"10.32920/ryerson.14660964.v1","title":"Choral singing and emotional communication in people with Parkinson’s disease","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Systems, Applications & Products in Data Processing (Canada)","funders":"","keywords":"Mimicry; Singing; Psychology; Facial expression; Perception; Audiology; Choir; Interpersonal communication; Emotional expression; Affect (linguistics); Cognitive psychology; Developmental psychology; Communication; Medicine; Neuroscience","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":[0.0002519291,0.0002418085,0.0002981579,0.0003292004,0.0004606447,0.0003065139,0.00008997795,0.0003111093,0.001307863],"category_scores_gemma":[0.0010281,0.0001033405,0.0001859041,0.0001540073,0.0003364747,0.0002010607,0.0003988751,0.0002208566,0.0001513679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000141538,"about_ca_system_score_gemma":0.0001006527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001461043,"about_ca_topic_score_gemma":0.002408993,"domain_scores_codex":[0.9998313,0.00006143799,0.000015942,0.00002481316,0.00004010861,0.00002630407],"domain_scores_gemma":[0.9997678,0.0000608579,0.00006412061,0.00001312725,0.00003063745,0.00006345245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004860704,0.001894775,0.7605339,0.000596099,0.0002469342,0.004635087,0.02535216,0.0003046414,0.05499808,0.0001343078,0.000639074,0.1458041],"study_design_scores_gemma":[0.000033411,0.00170928,0.991955,0.00001448119,0.00004065263,0.001547435,0.003587634,0.00009422896,0.0005260523,0.00007016954,0.0004148934,0.000006779808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992106,0.0002270418,0.00002254434,0.00002260149,0.000003056405,0.000005829284,0.000007471065,0.000001184848,0.0004995182],"genre_scores_gemma":[0.9994258,0.0002174448,0.00005917144,0.00001640094,0.000005963112,0.00000459965,0.00001674416,5.281938e-7,0.0002533603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001461043,"threshold_uncertainty_score":0.004375279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470696422462785,"score_gpt":0.2674447810122006,"score_spread":0.2527378167875728,"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."}}