{"id":"W4236129001","doi":"10.32920/ryerson.14660964","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; Interpersonal communication; Emotional expression; Choir; Affect (linguistics); Developmental psychology; Cognitive psychology; Communication; Medicine; Neuroscience; Biology","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":[0.00009834596,0.0001188653,0.0002162457,0.00009226742,0.00003714542,0.00005030714,0.00005695398,0.00007180512,0.000145063],"category_scores_gemma":[0.00003742118,0.0001010516,0.00003595379,0.00008637345,0.00002817643,0.00005295092,0.0001903779,0.0003546713,0.000001812845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005561139,"about_ca_system_score_gemma":0.0002735874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000599024,"about_ca_topic_score_gemma":0.003126826,"domain_scores_codex":[0.9993017,0.00003790608,0.0001343023,0.0002442939,0.0001674282,0.0001143312],"domain_scores_gemma":[0.9993955,0.00002548167,0.00004121906,0.0003761296,0.00005625973,0.0001053592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009402545,0.000177525,0.9961848,0.0003580323,0.00003402997,0.00002677259,0.000697593,0.0001859247,0.00001233398,0.0001121159,0.0001561361,0.001960743],"study_design_scores_gemma":[0.0007296763,0.00001731666,0.992991,0.001114928,0.00005934525,0.000009458548,0.001176296,0.003088488,0.000006774527,0.0001426004,0.000538837,0.0001252535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881877,0.001623474,0.0004200659,0.007289591,0.00002420024,0.0002650472,0.000003187925,0.00003312228,0.002153663],"genre_scores_gemma":[0.9938034,0.0009046163,0.003868034,0.0005367256,0.00002419379,0.00002794203,0.000433203,0.00001415876,0.0003876862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006752866,"threshold_uncertainty_score":0.4120763,"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."}}