{"id":"W2053255515","doi":"10.1016/j.jneuroling.2006.07.001","title":"An acoustic investigation of Parkinsonian speech in linguistic and emotional contexts","year":2006,"lang":"en","type":"article","venue":"Journal of Neurolinguistics","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Prosody; Duration (music); Psychology; Stress (linguistics); Speech production; Emotional prosody; Audiology; Emotional stress; Linguistics; Medicine; Acoustics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000256419,0.0002331352,0.0002116205,0.0004292283,0.0005142549,0.000500568,0.0001796266,0.0004817744,0.001871787],"category_scores_gemma":[0.0009679063,0.0001929635,0.0001874091,0.0002898617,0.0006199335,0.0002888938,0.000444769,0.0003905147,0.0003327327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001138517,"about_ca_system_score_gemma":0.0001764468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00107178,"about_ca_topic_score_gemma":0.001615813,"domain_scores_codex":[0.9998415,0.00005149044,0.00001024469,0.00002715155,0.00004202608,0.00002752237],"domain_scores_gemma":[0.9996578,0.000197618,0.00002105179,0.00001519587,0.00006987472,0.00003851018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00633018,0.0001592097,0.02180243,0.0002888155,0.00005955925,0.003717482,0.002886216,0.0002588184,0.9226609,0.0006234322,0.000236145,0.04097687],"study_design_scores_gemma":[0.0002162442,0.005004345,0.7827271,0.00009474709,0.0003351071,0.02077836,0.007335732,0.003505074,0.1709044,0.0008290321,0.008196198,0.0000737135],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950623,0.0005095124,0.001378892,0.00004817839,0.00002232571,0.00003349169,0.000132219,0.00001655199,0.002796658],"genre_scores_gemma":[0.9974321,0.0003076361,0.001215436,0.00004267446,0.00004063999,0.00002335704,0.00008676853,0.00001573066,0.0008356732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001871787,"threshold_uncertainty_score":0.006261766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215133900330648,"score_gpt":0.2745577635580493,"score_spread":0.2624064245547428,"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."}}