{"id":"W3196337184","doi":"10.1111/ene.15099","title":"Automated speech analysis in early untreated Parkinson's disease: Relation to gender and dopaminergic transporter imaging","year":2021,"lang":"en","type":"article","venue":"European Journal of Neurology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dopamine transporter; Medicine; Audiology; Prosody; Dopaminergic; Phonation; Parkinson's disease; Speech disorder; Disease; Internal medicine; Dopamine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005898277,0.0003369128,0.000282802,0.0008883456,0.0001687015,0.0003765923,0.0001508712,0.0003010503,0.0008457212],"category_scores_gemma":[0.001929118,0.0001009185,0.000150657,0.0002266743,0.0002194092,0.0002010458,0.0003058865,0.0001313841,0.0003010322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001446636,"about_ca_system_score_gemma":0.00008288117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005390574,"about_ca_topic_score_gemma":0.000881198,"domain_scores_codex":[0.9996843,0.00007323107,0.0000427358,0.00008754763,0.00008307479,0.00002909014],"domain_scores_gemma":[0.9984516,0.000577137,0.0005551273,0.00007532309,0.0002239645,0.0001167557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006346765,0.00003664835,0.9631186,0.00003013261,0.00005723598,0.0004509665,0.0001601452,0.0002011477,0.01613263,0.00001836812,0.00006595181,0.01909358],"study_design_scores_gemma":[0.000007111677,0.0003686882,0.9927771,0.0000062563,0.00003322336,0.002604106,0.0001136543,0.001010294,0.002847092,0.00003475741,0.0001913124,0.000006419543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990088,0.0002956861,0.0004051699,0.00000818803,0.000002443411,0.000004744466,0.00007743763,0.000009080947,0.0001883764],"genre_scores_gemma":[0.9993898,0.00007444809,0.0003217979,0.000007692454,0.000006186133,0.000004221691,0.0001141641,0.000002515224,0.0000792839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008883456,"threshold_uncertainty_score":0.003119349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222604068775774,"score_gpt":0.2471996811027224,"score_spread":0.2349736404149646,"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."}}