{"id":"W6999300721","doi":"","title":"A common framework to evaluate Parkinson’s disease in voice and handwriting","year":2021,"lang":"en","type":"article","venue":"Acceda (Universidad de Las Palmas de Gran Canaria)","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; European Commission","keywords":"Handwriting; Formant; Voice analysis; Kinematics","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":[0.002616724,0.001215146,0.0008957534,0.006158628,0.0004487977,0.001906437,0.0007240439,0.0012097,0.001834787],"category_scores_gemma":[0.007202218,0.0002276054,0.0009219153,0.002617418,0.001223556,0.001532752,0.001318461,0.000606425,0.0007390777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008392952,"about_ca_system_score_gemma":0.0008028406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002884399,"about_ca_topic_score_gemma":0.002514125,"domain_scores_codex":[0.9974471,0.000581892,0.0004699411,0.000484006,0.0008733534,0.000143711],"domain_scores_gemma":[0.9966191,0.000955023,0.0007036403,0.0003396571,0.001167244,0.0002152212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002128553,0.0008956023,0.175121,0.001636321,0.0007363037,0.001399979,0.002149244,0.02293246,0.1463946,0.01446555,0.004334461,0.6278059],"study_design_scores_gemma":[0.0002258834,0.004510663,0.7028119,0.0008341644,0.0007631955,0.008852919,0.004481399,0.143123,0.08280547,0.01797619,0.0330432,0.0005721906],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3746059,0.004900069,0.5836528,0.0005451901,0.0003011226,0.002219845,0.004673966,0.002978758,0.02612237],"genre_scores_gemma":[0.8173782,0.001414477,0.1749065,0.0001555782,0.0001025801,0.0008497518,0.00176445,0.0001440791,0.003284238],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006158628,"threshold_uncertainty_score":0.01383871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01968969350611941,"score_gpt":0.3060786892766711,"score_spread":0.2863889957705517,"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."}}